I got those little thingies that are used to to set glass table tops on. I got the idea from our television stand, the top is glass and it sits on little rubbery thingies on the base of the stand.
I bought some and put two on my machine foot and it doesn't move now. :) Sorry, I don't know what they are called, so they are 'thingies' to me. LOL