They’re corrupt because of the Mafia. Who killed Thomas Wayne for standing against them. Mob corruption has less to do with money and more to do with threats and blackmail. Bribes are just entrapment. Bruce Wayne can do fuck all against that.

Seriously, any “why didn’t Bruce do ___ instead of be Batman?” Has been answered in the comics.