Because if you were a supervillian, and you said, "Ha-ha-ha, Baton Rouge is mine!" even the supervillians who operate out of the sewers would shrug.
I heard that Gotham was "the worst part of the Hoboken waterfront, at midnight", according to Bob Kane.
The Nolan Batman is filmed mostly in Chicago, if that counts.