Price was married three times. He was married to Berenice Page from 1921 to 1927; they divorced. Price's third marriage was to Catherine Alexandra Marshall from 1942 to 1963 when they divorced. They had two children. In all, Price had four offspring: sons Peter and George Marshall, and daughters Lisa and Mrs. John W. Larsen.
