The name came from a cartoon drawn by William Mullin. Mullin was in a cab headed home after a Dodger doubleheader in 1937 when the driver asked, "How did our Bums come out?" He used that to create a cartoon character, who was a tramp. [from the Baseball Dictionary by Paul Dickson]