Cirillo was born in New York in 1924. He maintained he was a bagel baker, at Midtown Bagel Bakery in Manhattan, earning $200 a week, and lived in the Bronx, at 2907 Randall Avenue. His employer later admitted that "he couldn't bake a bagel if he had to." Louis had a son, Louis Jr., who joined him in a life of crime.