During the long, hot summer of 1976, a young Cambridge mathematician arrives in a remote village in the Lake District and takes on a job as a farm labourer. Painfully awkward and shy, Spencer Little is viewed with suspicion by the community and his only real friendship is with scruffy, clever ten-year-old Alice.