Born in Ellenville, New York, to Orthodox Jewish immigrants from Ukraine and Lithuania, Leventhal was eight weeks old when his father, Samuel, died at the age of 34.
He lost his first factory job for union organising, but was hired as an office boy by the songwriter Irving Berlin.