 Corse married Elizabeth Beverley (1825–1894) on November 22, 1862.They had four children.In early 1863 he accompanied Lt. Gen. James Longstreet on an expedition to southeastern Virginia, resulting of the absence of Corse and his brigade from the rest of the army during the Battle of Chancellorsville.