Carney was born on November 4, 1918 in Mount Vernon, New York. Carney was married three times; first to Jean Myers from 1940 until they divorced in 1965. Second, he was married to Barbara Isaac from 1966 until they divorced in 1977. Last, he was remarried to Jean Myers from 1980 until his death in 2003. Carney had three children with Myers.