Newcastle thought they had gotten away with it but Joao Pedro's late header gave Watford a fully deserved point.
Allan Saint-Maximin had given the Magpies the lead early in the second half with an outstanding individual strike.
But Watford came right back at them and after a missing a glut of chances - the clearest of which fell to Moussa Sissoko - Pedro struck.
