The incident happened on Friday in the city of Almobaraz in the province of Ahsa, according to a report by the official Saudi Press Agency.
One of the Americans was injured in the shooting and taken to a hospital, where he is in stable condition.
In a statement through the Saudi Press Agency, police say they are hunting the attacker.
