The record once again went silent on Chase until she resurfaced in June 1932. She was arrested with Jackie Forman and Enos Weeks for the robbery of the First National Bank in North Kansas City on April 9, 1932. She was held on $50,000 bond. It was a small robbery; no more than $1,500 was taken. Chase was held at the Clay County Jail in Liberty, Missouri and escaped after four months by sawing through the bars of her cell and lowering herself down with a rope made of bed sheets.