He used to wear an outfit similar to the Gentleman Ghost, with two revolvers as his weapon (IIRC, he was dual-wielding before it was cool, hence he was a "dead shot.")
He presented himself as an alternative vigilante in Gotham, but was actually running some sort of criminal racket, and eliminating competition.
Batman beat him bad. He's had a fear of Bats ever since.