Mitrović resides in Toronto, Canada. His father, Miroljub "Miki", played professionally in Europe for 18 years (1979–1997) in Yugoslavia, Israel and Russia. He played for KK Bosna for 12 years under legendary coaches Svetislav Pešić and Bogdan Tanjević, among others, and was also a member of the Yugoslav national team.
