Clean the existing surfaces (including the rubber pads) with isopropyl or mineral spirits first. For glues to work they need to penetrate surface layers and create a bond.
Just a couple of weeks ago, Rachel explained an annoying habit politicians and campaigns invariably pick up. She called it the "I'm rubber, you're glue; whatever you say bounces off me and sticks to ...