The base could be mounted with adhesive (double sided tape) or drywall screws.
If the bracket was installed using a screw, unscrew using a screwdriver or drill
If it was attached to the wall using double sided adhesive, be careful as the adhesive may be strong. A putty knife or adhesive remover may provide a cleaner removal