The Ghana international connected home a cross in the 75th minute to seal victory on the road for the league leaders.
Nemanja Milic gave the visitors the opener on 35 minutes.
Boakye was making his fourth league appearances this season.
Watch Richmond Boakye-Yiadom's fine finish for Red Star Belgrade:
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