Just tried it several times. Looks like it only works randomly from the terminal command. Can't get them to work at all from the menu.
This error appears in the terminal when it fails:
wahcade.py: Fatal IO error 11 (Resource temporarily unavailable) on X server :0.0.
Looks like there's a fix, check out
this thread.