Albion moved to the top of the Championship after Nathan Ferguson's and Matheus Pereira's first goals for the club.
After a goalless first half, Ferguson fired under Rangers' keeper Joe Lumley. Pereira then scored a clever free-kick after Hal Robson-Kanu had been brought down when through on goal.
Watch all of the highlights here as Albion made it 9 games unbeaten.