Sounds like Mystery Men (the movie).
Watch it if you haven't already. Great soundtrack and fantastic 3rd rate superheros (Mr Furious [he can get angry], the Shoveller [guess what he can use], the Spleen [don't pull his finger], Invisible Boy [only when no-one is watching and his clothes don't...