Brother
Eric Nielsen (former Deputy Prime Minister of Canada), Gilbert Nielsen (half brother)
Spouse
Monica Boyer (1950 - 1956), Alisande Ullman (1958 - 1973), Brooks Oliver (1981 - 1983), Barbaree Earl (since 2001)
Daughter
Maura Nielsen Kaplan, Thea Nielsen Disney