That's probably due to animation blending still having movement animations playing, causing footsteps.
You can try different Min Animation Weight values to find a good one that prevents the footsteps from playing in those cases.
Alternatively, you could disable the Footstepper component or change it's Mode during the attack animation to prevent footsteps.