He was born in Chicago, Illinois.
A running gun battle between FBI agents and Nelson on November 27, 1934 resulted in the death of one FBI agent and the mortal wounding of special agent Sam Cowley, who was still able to mortally shoot Nelson. Nelson died at 8PM that night.