When Zogu took power in December 1924, Prishtina was forced to leave Albania. As he could not return to Kosovo, he settled in Thessalonika where he purchased a large estate.
Prishtina was an enemy of Zogu, the two having attempted to assassinate one another. He was imprisoned by the Yugoslav police for a period, but was released in 1931.