Norman has one year left on his contract after this season. Washington would save $12.5 million against the salary cap next season by cutting him.
He had officially been listed as questionable with a hamstring injury.
Reporter Erin Hawksworth first reported news of Norman's healthy scratch.
This is not the first time this season the Redskins have made one of their more noteworthy names a healthy scratch.