The end of Bajević's stint with Red Star came in shocking fashion on 10 March 2007 during a league match versus FK Vojvodina. Red Star was down 0–2 at home, prompting the fans to start chanting "Dušan leave". Soon after the chant was picked up by the majority of the north stand where the club's most loyal supporters gather, Bajević decided to walk out on the team in the middle of the match, leaving the pitch in 70th minute. The match finished 0–3, shrinking Red Star's lead at the top of the table to only 6 points. Bajević's overall league record at the helm of Red Star during 2006–07 season was 14 league wins, 3 draws, and 3 losses.