Frank Lampard's side had taken an early lead through Timo Werner's first goal for the club, but Erik Lamela equalised for Spurs to ensure it finished 1-all after 90 minutes.
Mason Mount's spot kick was saved to ensure Tottenham boss Jose Mourinho got one over his former team.