Their 'reward' for beating 'The Saddlers' is a trip to the capital to face Queens Park Rangers.
QPR progressed to the second round by beating League One newcomers Exeter 5-0 away at St.James's Park.
Jim Magilton's side saw Wayne Routledge fire a 13 minute hat-trick in the second half, against a team reduced to ten men