HŠK Zrinjski Mostar
In June 2008, he came from HŠK Zrinjski Mostar to Kecskeméti TE, and in 2010 Mitrović moved from Kecskeméti TE to Nybergsund IL-Trysil in the Norwegian Adeccoliga. In January 2012 he joined Dinamo Zagreb, but in June 2013 he left the club, making only a single appearance in a cup match against lower league side NK Vrsar. His career ended when he was banned for punching a referee, while playing for Branitelj in 2014.