A whirlwind first twelve minutes at Sixfields saw the Cobblers take a 2-1 lead through Berahino and Jacobs which they held until the hour mark.
Burton then levelled through Palmer before being awarded a penalty with just minutes remaining to inflict a painful defeat on the home side.
Reaction to follow on Cobblers Mad.