Okerlund had been married to his wife Jeanne since March 27, 1964 and had two sons and three grandsons. His son Todd starred on the University of Minnesota ice hockey team from 1983 to 1987. Todd played on the 1988 United States Olympics team that competed in Calgary. He played four games with the NHL's New York Islanders. A chronic knee injury ultimately forced his early retirement.