 Šćepović scored his first professional goal on 4 September 2010, netting the last of a 2–0 home success against FK Hajduk Kula.On 29 October of the following year, after netting the second in a 3–1 win against FK Smederevo, he gestured with his finger on his lips to "hush" some spectators in the east tribune of Partizan Stadium which had provoked him during the match.He also scored in Partizan's 2–0 win in the Eternal Derby against Red Star Belgrade on 26 November, being also given the "Man of the Match" award by Serbian newspaper Sportal.