During play, press ~ to bring up the console. Now type in the following and press

Enter to activate.

god       God mode  
allammo   Full ammo
fly       Flight mode  
ghost     No clipping  
walk      Disable flight and no clipping   

Thanks to Revolution readers Max Schott and $Eagle Eye!