On 2 August 2015, Rémy made his first appearance of the season in 1–0 defeat of the FA Community Shield against London rivals Arsenal, after Diego Costa missed the match due to an injury. Rémy scored his first and only league goal of the season on 14 December 2015 against Leicester City in a 2–1 defeat.