The Fulham striker, who has already served a three game ban after being sent off in the game at The Hawthorns, now faces a further three games on the sidelines.
The FA gave Cole a two game ban for abusing match official Mike Dean and a one game ban for violent behaviour for throwing punches at West Brom defender Neil Clement.