You can buy self adhesive foam rubber pads for a few quid on ebay/amazon/aliexpress. You can get packs of them in various sizes, or you can buy them in small sheets (approx A6) and cut them to size.
My work just fine but silicone rubber would probably be better if you have a pump in your case creating vibration.