John Paul Chase was an American bank robber and Depression-era outlaw. He was a longtime criminal associate of the Karpis-Barker Gang and most notably Baby Face Nelson, who later brought him into the John Dillinger gang. Take a look below for 26 more bizarre and weird facts about John Paul Chase. 1. FBI Director J….