Forfar came from behind to beat Albion and lift themselves into the play-off places.
The hosts got off to a flying start when Christopher Dallas turned in David Crawford's cross after just seven minutes.
Christopher Templeman came close to doubling the advantage just after the half-hour mark but failed to beat Matthew McGinley with a header.
The visitors had failed to record a shot on goal before Iain Campbell curled in a stunning free-kick on the stroke of half-time.
Templeman fired Forfar ahead with 20 minutes remaining when he poked home a simple finish after Darren Hill failed to hold Danny Denholm's effort.
The Binos came close to an equaliser through Marvin Andrews in the final moments but could not find the breakthrough and are rooted to the foot of the table.
Albion: McGinley, Reid, Andrews, Donnelly, Russell, Crawford, Innes (Howarth 74), Sally, Phillips, Walker (Boyle 74), Dallas.Subs Not Used: Shepherd, Tiffeny, Green.
Booked: Reid, Russell.
Goals: Dallas 7.
Forfar: Hill, McCulloch, Dunlop, Tulloch, Iain Campbell, Robertson (Denholm 69),Gregor Fotheringham (Malin 69), Brown, Templeman, Swankie (King 86), Hilson.Subs Not Used: Salmon, Kader.
Booked: Tulloch, Swankie.
Goals: Iain Campbell 45, Templeman 70.
Ref: Stephen Finnie