My desk is about 2cm thick and it clamps to that without problems. If yours is too thin, you could always use a piece of wood or something in between the desk and the clamps.
17 mm is the absolute minimum. It might be able to clamp itself onto 16 mm, but Im not sure how exactly my measurement was