Elmer was the son of Peter Jensen (1860 - 1937) and Jacobine Laurine Jacobsen Jensen (1858 - 1930).
He married Alice Greenwood Hunter Jensen (1886 - 1974).
His siblings included Elmer Andrew Jensen (1887 - 1939) and Stine Estella Jensen Dean (1891 - 1958).