Sounds evil. I'm in.

Apparently it was supposed to be an ironic name. They were called "the brotherhood of mutants" and since humans think "mutant=evil" then they must be the "brotherhood of evil mutants".

I would 100% join the Brotherhood of Evil Gays and I'm not even gay.