His grandchildren, Bentley Mitchum and Carrie Mitchum, are actors, as was his younger brother, John, who died in 2001.
Mitchums Enkelkinder Bentley Mitchum und Carrie Mitchum sind ebenfalls Schauspieler, wie auch sein jüngerer Bruder John Mitchum, der 2001 starb.