Lip was born on July 30, 1930 in Beaver Falls, Pennsylvania. He was raised in The Bronx, New York. He was married to Dolores Lip until her death in 1999. They had three sons. Lip died on January 4, 2013 in Teaneck, New Jersey from an illness, aged 82.