Boufal fired Danny Ings' pass into the roof of the net in 87th minute as Spurs failed to keep a clean sheet and were unable to hold on and win back-to-back games for the first time since November.
After his late header gave Spurs a 2-1 triumph against Norwich City on Wednesday, Son Heung-min's low drive found the bottom-right corner in the 58th minute.