Nathan is a gifted autistic teenager who is interested only in numbers and formulas. Communicating with classmates and, especially then, with his mother (Sally Hawkins), however, is an impossible task for him. But thanks to his participation in the Mathematics Olympiad in China and under the influence of his unorthodox teacher (Rafe Spall), Nathan will blossom.