The club was founded in 2010 as TTK Tallinn and began playing in the Meistriliiga, with a team composed mostly of younger players. They took on their present name prior to the 2011-12 season. Viiking Sport claimed the Meistriliiga title in 2013 and 2014, defeating Tartu Kalev-Välk in the final on both occasions.