Struve had a younger brother Reinhard (1919–1943), who also fought in World War II. He was captured after the Battle of Stalingrad and died in a Soviet prison camp. Wilfried married in 1941 and had two sons; one was studying mathematics and another worked as a teacher with handicapped children.