The loss marked a historic low for Spurs, as they became the first ever Premier League team to fail to win five consecutive games despite going 1-0 up in each match and lose three consecutive home games despite going up 1-0 up in each match.
In contrast, Arsenal are now top of the table.
In reaction, Ozil posted to 'X': "Who else should be able to break that record? Bottle Job FC is back."
Spurs now sit fifth on the Premier League table.