The 19-year-old midfielder secured the accolade ahead of team-mate Jermaine Beckford following a series of excellent performances and his debut for England's Under-21s last month.
Bristol Rovers striker Rickie Lambert and Leicester City's Matty Fryatt were also in the running for the award, which is voted for by supporters.