The tires and rubber feet help absorb vibration, but scuff marks can be annoying.
You might find putting something as simple as a piece of cardboard under the rubber feet will help cut down on scuffing; pieces of fabric-coated neoprene from old can holders work well, too.
If you're having trouble cleaning up the black marks you may find a degreaser works better than water alone.