Whitehead converted a cross from fellow substitute Michael Kightly to earn the Potters their first away league win since January.
Tony Pulis' side have taken 13 points from the last five games, while for the fifth-placed Baggies it was a second setback in the space of 72 hours following Wednesday night's 3-1 loss at Swansea.
Source: PA
Source: PA