Yep, that 3M double sided auto tape is really really strong. But, you got to make sure that the surface is really clean and dry first. No grunge or dust.
Just used it last week to replace a trim piece on the side of the truck.
You only get one chance to get it right, though, so make sure that things are line up when you press it down on the underside of the table.
Mannyrock