After World War II, Rovers were placed in the top division of what was now a two-division league but were relegated to Division Two in 1953. In 1960 Division Two was scrapped and for the next fourteen years the team played in the Somerset County Football League, but they eventually rejoined the Western League in 1974. When the league expanded back to two divisions in 1976 they were placed in the Premier Division but were relegated in 1981, only to bounce back three years later. A series of strong finishes in the late 1990s and early 2000s eventually saw them promoted to the Southern League in 2004 in the Division One South and West. After finishing fourth in 2013/14 they won a play off semi final at Tiverton Town 3–1 and then surprised Merthyr Town in front of a 2,201 crowd who had been unbeaten on their own ground in the league by winning 2–0 and gaining promotion to the Southern League Premier Division.