Robbie Keane fired Spurs ahead with a 49th-minute penalty - his eighth goal of the season - after Stephen Warnock had brought down Aaron Lennon.
But Benni McCarthy struck 10 minutes later before defender Samba completed the comeback with a superb curling finish.
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