The football department joined TV Bissingen after that but the latter was dissolved during the Second World War.
In the same season, 2003–04 it also made a losing appearance in the Württemberg Cup final against VfR Aalen.
The club won promotion to the Verbandsliga Württemberg in 2006 and finished runners-up in this league in 2009.
Successful on this occasion, FSV played in the Oberliga Baden-Württemberg in 2012–13 but finished second-last and was relegated again.
The club played two more seasons in the Verbandsliga until it won the league for the first time and another promotion in 2015.