Kane equalised from the penalty spot shortly after halftime after defender Kevin Wimmer's own goal had given Arsenal the lead shortly before the interval.
Tottenham remain unbeaten in the Premier League, although winless is seven games, while Arsenal are unbeaten in all competitions since the opening day of the season.
Both sides struck the woodwork, Theo Walcott for Arsenal before halftime and Christian Eriksen late on for Spurs.
Arsenal remain third with 24 points, one behind leaders Chelsea. Tottenham are fifth on 21.
Original source: Kane returns from injury to show he’s able