The club was formed in 1958 with the name "Drita" which means "light" in the Albanian language. The name was taken from other sports clubs in the city. Drita won the Kosovo Superleague against Prishtina in 1997.[2] In 2024, Drita relegated to the Kosovo Second League after losing against Grapeland in the play-out.[3]