Why do mafia hit men drop their guns at the scene of a crime?. I\’ve always wondered about that. Turns out it\’s a matter of probability. They\’ve taken precautions to make sure the gun won\’t be traced back to them, so there\’s a higher probability of getting caught with the gun during their escape.