It's a brand of irrational hatred common in many sports, in which fans of teams which were stomped out for so many years by a single opponent can't properly enjoy success. They are fixated on the other team instead of their own.
Personally, I don't really "hate" other teams all that much, excepting of course the New England Patriots and San Francisco Giants, who aren't even human fucking beings.