Doncaster Rovers ran out winners at the Keepmoat Stadium to add to reverses at Derby and Coventry in recent weeks.
With West Brom in FA Cup action, Forest were looking to keep themselves in the thick of the promotion race but now lie four points behind the Baggies having played a game more.
Fellow promotion rivals Newcastle United earned a late point in their game at Swansea on Saturday lunchtime.