O'Neal was born in Los Angeles, California, the eldest son of actress Patricia Ruth Olga (née Callaghan; 1907-2003) and novelist and screenwriter Charles O'Neal [REF].
O'Neal attended University High School in Los Angeles, and trained there to become a Golden Gloves boxer.