The Croydon-born striker, 22, moves across London for an undisclosed fee and has signed a four-year deal.
West Ham will be Cole's fifth club having gone out on loan to Wolves, Charlton, and Aston Villa.
Good luck, son. Behave yourself and show the football world your full potential.