Sometimes Alt + Enter works. Though if you've got more than one screen it could mess up your other windows. Even with one screen it could mess with them also.
It forces the monitor to "take shape" of the resolution of the game, so it'll minimize everything to match that while making the game 'full screen'. Alt tabbing mess with things also, just fyi.