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If it is on drywall. Take a utility knife and trace around the
holder. Cut just deep enough to cut the top layer of paper.
Then carefully pull the holder off.

You will have to patch the area with some drywall mudd.
Then sand the area after it is dry. This should minimize the damage
to the wall.

Goob