I wouldn't use normal double sided tape. Firstly is you use the thin stuff it won't stick to the somewhat less than flat surface of the trim piece. If you use the thicker stuff with the foam layer inbetween, the foam will degrade and fall abart.
Go to a auto parts supplier and get a roll of body tape. Shouldn't cost any more than a roll of double sided tape and then you are using the right stuff.