After Hiller, Norris was married to actresses Ann Sheridan and Lona Andre. On July 21, 1942, newspaper columnist Harrison Carroll reported that Norris "eloped to Arizona Saturday with an new Hollywood beauty who gave her name as Jane Doe." Another newspaper report said, "An affidavit on file testified that the girl's correct name was Jane Doe." The bride's real name was revealed by columnist Jimmie Fidler on July 30, 1942: "The girl Edward Norris married and introduced to reporters as 'Jane Doe' is June Satterlee, ex-night club hatcheck looker. She's to make a picture to be titled Meet Jane Doe." In March 1943, Norris was granted a divorce from Satterlee "after testifying that she married him solely to further her career in pictures."