Watford has beaten Arsenal twice in the Premier League .
On 14 October 2017 , Cleverley scored the game-winning goal in Watford 's 2-1 home win over Arsenal in the 92 minute , giving Watford a 2-1 Premier League win over Arsenal for the second year in a row .