Most likely a vibration damper and spacer, so that the board flexing due to either applied force or vibration does not short the capacitor pins, and thus the power supply, to the chassis ground. Likely it is a neoprene rubber synthetic foam, typically with an adhesive layer on one or both sides. Very common as sound samping material on panels, and in cars inside the doors and body for vibration damping.