In February 1923 he signed for Leeds playing in the . He had worked as a coal miner since the age of 13, a background that had no doubt hardened him. He was a fearless tackler and a powerful runner with terrific ball handling skills, unusual for a
forward of that period. More surprising still was his masterly command of goal-kicking, with 862 goals in eleven seasons playing for Leeds. Joe Thompson played at and scored 5-
goals in the 28–3 victory over
Hull F.C. in the
1922–23 Challenge Cup Final during the
1922–23 season at
Belle Vue,
Wakefield, the only occasion the Challenge Cup final has ever been staged at Belle Vue. He was the
1927–28 season's top point scorer with 233. He was the
1929–30 season's top point scorer with 243. In all first class games he landed 921 goals and scored over 2,000 points. With 1,883-points, Joe Thompson is third in the Leeds' all-time points scoring list, behind
Kevin Sinfield (3967-points), and
Lewis Jones (3,372-points). ==Career records==