During World War II, Luxembourg was annexed by Germany and the club became part of German football competition. Playing as FV Stadt Düdelingen they were part of the top flight Gauliga Moselland. The team captured the divisional title there in 1942 and advanced to the German national playoffs where they were put out by the dominant side of the era, FC Schalke 04, who were on their way to the championship.