Born in Katarina Parish () in Stockholm, Sweden, Anjou was the natural son of Carl Gustaf Jungberg and his housekeeper Maria Lovisa Hagberg.
Anjou died on March 2, 1942 at Tottenville, Staten Island, and was buried in Fairview Cemetery (at West New Brighton, Castleton Corners, New York City).