Zamperini was born in Olean, New York to Italian immigrant parents. He and his family moved to Torrance, California at a young age. He did not speak English until school and was bullied because of this. He was married to Cynthia Applewhite from 1946 until her death in 2001. They had two children, Luke and Cynthia.