The village is named after a local spring with warm water that has healing properties. The toponym is of Serbian origin - banja (lit. spa). It was first mentioned in 1348, in Holy Archangel charter of emperor Stephen Uroš IV Dušan of Serbia. Above the village there were two churches, which villagers called Kiša and Other Kiša.