Remove it with hard edge object .. like a credit card, or a blade .. be sure not to scratch the base, it might take some time so be patient.
Now remove the left-overs of the thermal pad (small traces) with a cloth filled with Acetone, keep rubbing till the base has no single mark of the thermal pad.