Try automotive clear stonegaurd tape, it's very strong and sticks to anything.

In fact if you do it right you can apply the tape to the clamp and trim it so it's nearly invisible and that way you aren't sticking the adhesive side to your paint.

If the paint is old/well curd and there's no fear of the tape pulling the paint off you can apply the tape directly to the painted surface.