Hunter's first marriage from 1950 to 1955 to actress Barbara Rush produced a son, Christopher (born 1952). From 1957 to 1967, Hunter was married to model Dusty Bartlett. He adopted her son, Steele, and the couple had two other children, Todd and Scott. In February 1969, just three months before his death, he married actress Emily McLaughlin.
