Ahead of the 2010–11 season, it was widely expected that he would leave West Bromwich Albion during the 2010 summer transfer window. Amid to his future at the club, he made one appearance for the side, which came in a 2–0 win against Leyton Orient in the first round of the League Cup, which was his only appearance of the season for West Bromwich Albion. Upon leaving West Bromwich Albion, the club's chairman Jeremy Peace said he regretted signing Moore for paying a big transfer fee.