Born in Naples, Italy, Tieri's family immigrated to New York in 1911. Tieri was denied US citizenship twice living as a resident alien in Brooklyn. Tieri lived in a modest home in the Bath Beach section of Brooklyn with his wife and two granddaughters. His mistress, a former opera singer from Italy, lived in a house a few blocks away. Tieri claimed to be an employee of a sportswear manufacturer.