Anthony scored his first goal of the 2010–11 season with a late winner against local rivals Yeovil Town, in a 2–1 victory on 27 August 2010. Two months later on 23 October 2010, Anthony scored his second goal of this season with another late goal, an equaliser in a 2–2 draw with Hartlepool United, in the 90th minute. Anthony suffered an ankle injury in late February and made his first team return on 25 March 2011 against Peterborough United, setting up a goal for Jo Kuffour but also scoring an own goal, in a 2–2 draw. Anthony finished the season with 42 appearances for the club in all competitions during the 2010–11 season, as Rovers suffered relegation to League Two after finishing in 22nd position.