Born in Zemun, Popović started playing at local side Jedinstvo but his talent was spotted while he was still very young and giants Red Star Belgrade brought him to their youth team where he will later play for more than a decade becoming team captain and also regular member of the Yugoslavia national team.[3] He was part of the team that won the silver medal at the 1956 Summer Olympics.[4]