Cant Keep Johnny Down. Word Search Puzzle Solver. Cant Keep Johnny Down word Search Puzzle Game. Find words related to movie actors, actresses, and genres. Word Search Puzzle Solver. The song is "Can't Keep Johnny Down" by They Might Be Giants from the album "Join Us." This includes identifying and searching for words that are related to : They Might Be Giants, Animation .