Option A: You get to do your PhD at one of the best departments in the world, undisputed top 10. Your supervisor is a terrible human being that hates you.
Option B: You get to do your PhD at a decent, but rather unremarkable department. Somewhere around top 50. Your supervisor is friendly, smart, and supportive.