The removal of thermal tape greatly depends on the adhesiveness.  A stronger thermal tape will stick more firmly to the surface and will be harder to remove.
Usually, thermal tapes are flexible and easy-to-peel.  So, you can simply peel it off.  In case it leaves a residue, you can use rubbing alcohol and a soft cloth to remove it.