It wasn't a penalty.
It should never have been a penalty.
The tell-tale sign is the West Bromwich defender Kieran Gibbs, who doesn't appeal when the ball strikes the hand of Callum Chambers.
Chambers' hand is tucked into his body, not outstretched, and Mike Dean is in a good position to see that.