
simulate this circuit – Schematic created using CircuitLab
I know you can use 555 and other stuff but I'm trying to do this with just these few components. This circuit is the best that I managed to do.

simulate this circuit – Schematic created using CircuitLab
I know you can use 555 and other stuff but I'm trying to do this with just these few components. This circuit is the best that I managed to do.

simulate this circuit – Schematic created using CircuitLab
Figure 1. OP's circuit redrawn with the switch in the positive.
I've redrawn your schematic with the switch in the positive leg. This allows us to connect the LED cathode to ground and, since we usually take voltage readings referenced to ground, it makes analysis simpler.
I've replaced SW1 with a time-delay contact so we can use the simulator.
Figure 2. Voltage at the top of D1 and current through D1.
When switch 1 closes the following happens:
Your question doesn't explain what you would like to happen. Hopefully this will help you understand what is happening.