The Blonde Pick-Up(1951)

Scalli is a gangster who manages women wrestlers as a front for his bookmaking, drug, and prostitution rackets. He trusts the wrong people and ends up trying to run away from both the police and mysterious mob boss Mr. Big, to whom he owes $35,000.