After the Kingdom of Serbia acquired Kosovo following the first Balkan War (1912), Serbia arranged a Military Administration named "Vrbnica". "Dobrušte" was part of it. The municipality was part of the Srez (serb. Šar) of the Okrug Prizren. This administrative subdivision lastet till January 6, 1929, after the area was made part of the Vardar Banovina in the Kingdom Yugoslavia.