Such behavior was the only thing that kept me away from using `screen`. It uses "screen" terminal and changing it to "xterm" didn't help.

Adding `altscreen on` option in ~/.screenrc solved it. From screen's manual:

```
altscreen on|off
```
 
If set to on, "alternate screen" support is enabled in virtual terminals, just like in xterm. Initial setting is `off'.