Alt+Enter works for me. On rare occasions I have to do it 3 times. Alt-Enter to go into full screen, Alt-Enter again to come out of full screen, and Alt-Enter one final time to go into full screen. If there is any goofiness going on as you described, that usually takes care of it. But just the one Alt-Enter is usually enough for me.
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