Harrelson is a fan of chess. In November 2018, he attended the first game of the World Chess Championship in London, played between Norwegian champion Magnus Carlsen and American contender Fabiano Caruana. He made the ceremonial first move for the game. He had also played the ceremonial first move for the previous World Chess Championship, held in New York in 2016.