Bransch began his sporting career as a youngster at BSG Motor Halle-Süd. From 1954 onwards, the son of a locksmith played throughout his career for SC Chemie Halle in its varying incarnations - except for the 1973/74 season, in which he played for FC Carl Zeiss Jena.