Neoprene (high density) will do it, but I used double sided tape with the green plastic protector left in place on one side. You need to be careful though that it doesn't jam the pedal. A year in, mine is still not rattling.
DaveW '05 Red Roadster S1 '16 Yellow (Not the only) Narrow AR GDI Plus 4