In this silent film, Buster Keaton is inadvertently identified as the notorious outlaw Dead Shot Dan. He is pursued throughout the city by the local police chief, using disguises and quick thinking to elude the lawman. He encounters Virginia, a young lady friend, and goes to her home to visit and hide out, only to discover that Virginia's father is the police chief.