 Stanfa was born in 1940 in Caccamo, Sicily.In 1964, at the age of 23, Stanfa immigrated to the United States, and listed his occupation as a bricklayer.That same year, he was married to Lena, and settled in New York City, and by the late 1960s, moved to Philadelphia.