Newcastle's Bruno and Willock racially abused on social media after Arsenal game
"Our message is clear. There is no room for racism in football or society," the club said.
"We are providing support to Bruno and Joe and will work with relevant authorities and social media platforms to identify those responsible so that they can be held to account."
Bruno escaped a booking for a late elbow on Arsenal midfielder Jorginho in a tense and fractious contest at St James' Park.
Willock was involved in the controversial goal when the Englishman kept the ball in play near the corner flag, with VAR unable to determine whether the ball had gone out completely or not.
Anthony Gordon scored the winner after VAR also checked for a foul and offside to hand Arsenal their first league defeat of the season.