During the summer transfer window, Biševac was linked a move away from Valenciennes, with the likes of Galatasaray and Fenerbahçe, Paris Saint-Germain and other European clubs all tracking him; no offers were ever made. The next season, he maintained his captaincy and his first team place as he stayed for another season at Valenciennes. On 29 January 2011, he scored his first goal of the season in a 2–1 win over Lyon, scoring from the penalty spot and his second came in a 3–0 win over Brest. On 9 April 2011, Biševac received a red card after receiving second booking offence in a 1–1 draw against Nancy. At the end of the season, the club finished 12th place in the league.