The movie tells the colorful true story of 10-year-old Phiona (Madina Nalwanga) who constantly struggle to live in the slum of Katwe. After being introduced to the game of chess, Phiona learns to play it and eventually becomes a Woman Candidate Master after her performances at World Chess Olympiads.