Basic idea
The OP's circuit is a single-supply AC complementary emitter follower where the input voltage is shifted upwards and the output voltage is shifted downwards by half the supply voltage. Both transistors smoothly change their conductivity in opposite directions, with one of them being non-conducting at any given moment.
CircuitLab experiments
The simulations below can help find the answer.
DC simulation
To get a good intuitive idea of circuit operation, we can apply the following three tricks:
By replacing capacitors with equivalent DC voltage sources, we can simplify the analysis of this AC circuit and treat it as a DC circuit. This approach enables us to readily observe voltages and currents by the help of CircuitLab DC Live Simulation tool (hovering the mouse over the circuit elements).
Then we can replace the AC input voltage source by three DC voltage sources for each case - 0, 1 and -1 V.
Finally, we can replace the 1 kΩ load by a voltmeter with the same resistance.
Vin = 0 V: The "capacitor" C1 "lifts" the zero input voltage to 6.7 V, and the "capacitor" C2 to 5.3 V. Thus each of the two base-emitter junctions is biased with 0.7 V (1.4 V between the bases in total). The voltage at the midpoint between the diodes and the output common emitter voltage is equal to 6 V. The capacitor C3 "moves" this voltage down to 0 V across the load.

simulate this circuit – Schematic created using CircuitLab
Equivalent circuit: Another trick to imagine what the two transistors Q1 and Q2 do is to think of them as a voltage divider of two resistors R1 and R2. The next trick is to determine their resistance by reading the voltage and current across the transistors in the schematic above and calculating the resistance. Note that this is an instantaneous resistance because the collector-emitter sections of the transistors represent non-linear resistances.

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Conclusion: At Vin = 0 V, both transistors are semiconducting with equal resistance. So the "divider's gain" is 0.5, and the emitter voltage is Vcc/2 = 6 V.
Vin = 1 V: If the input voltage increases, this change is transmitted through the capacitors C1 and C2 to the bases of the two transistors.

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It forces Q1 to reduce its "resistance" (R1) and Q2 to increase it (R2). The divider's "gain" and accordingly the emitter voltage, increases.

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Vin = -1 V: Now the voltages change in the opposite direction, downward.

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R1 increases, R2 decreases

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DC Sweep Simulation: Let's now sweep (change linearly) Vin to see the graphs of voltages...

... and currents.

AC simulation
Two "shifting" capacitors: Finally, let's replace the "shifting" voltage sources with capacitors and the DC input voltage source with an AC voltage source, and explore the real AC circuit.

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One "shifting" capacitor: It is interesting that the circuit can be implemented by only one "shifting" capacitor connected between the input source and the middle point between diodes.

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It can be even connected to some of the diode ends - to D2's cathode...

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... or to D1's anode.

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I suppose that the 2-capacitor circuit can provide higher base currents that is important in the case of heavy load.
Answering the OP's questions
The time has come to give concrete answers to the OP's questions.
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Every book and video out there... says when one transistor is on the other will be off...
The research above shows that this is not always true.
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I thought the voltage difference between bases and emitter is 1.4 for both and 0.7 for single transistor and kept constant, so how?
Your reasoning is correct. The two transistors are almost always conducting but to different degrees, and are complementary. Figuratively speaking, their "resistance" cross-fades from one to the other. The higher the load current, the greater this difference, and at some point one of the transistors is almost off. The other transistor never enters saturation because its collector-emitter voltage cannot approach zero.
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So how is the lower transistor(PNP) switched off? For a transistor to be off, its voltage difference between base and emitter should be less than 0.7 volt and this is not happening because the base of the PNP is -0.7 to its emitter.
In order to definitively clarify this conceptual phenomenon, I propose modeling it with a simpler electrical circuit where the base-emitter junctions of the transistors are substituted with voltmeters having a 1 kΩ internal resistance, as well as the load. Also, to simplify and tidy up the circuit, let's use a bipolar power supply.
Vin = 0 V, RL=100 kΩ: Let's first apply zero input voltage or simply remove the input voltage source, and make the load high resistance (100 kΩ).

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What we and the OP see does not surprise us. The total 1.4 V bias voltage Vbb across the circuit of two diodes in series is distributed equally (0.7 V each) on the two base-emitter junctions (the voltmeters Vbe1=1k and Vbe2=1k). This is because the common emitter voltage (across the load RL=100k) is 0 V.
Vin = 1 V, RL=100 kΩ: Now let's increase with 1 V the input voltage. The total 1.4 V voltage across the diodes and base-emitter junctions does not change, only "moves" up. Since the load has high resistance, the common emitter point follows Vin, and Vbe1 = Vbe2 = 0.7 V as above.

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Vin = 1 V, RL=1 kΩ: Now let's significantly decrease the load resistance (RL = 1 kΩ). The total 1.4 V voltage does not change but now it is distributed unequally across the two base-emitter junctions. As you can see, Vbe2 is only 367 mV.

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Vin = 1 V, RL=100 Ω: If we further decrease the load resistance, Vbe2 will even become negative, and the Q2's base-emitter junction will be backward biased.

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Nonlinear resistors (PN junctions): As per the OP's comment below “is it ok to have voltage drop greater than diode voltage drop”, let’s replace the linear resistors Rbe1 and Rbe2 with nonlinear ones (diodes acting as base-emitter junctions). Since they decrease their resistance when the current increases, the voltage drop can’t be “greater than diode voltage drop”.

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