How do I deal with my "abusive" Supervisor on a power trip?

Make his life a living hell until he quits, seriously, give him a cold shoulder, barely talk to him, let his complaints go in one ear and out the other, catch him doing something wrong, let the right people know about it, at the right time, it could work ;)