I have always leaned toward the natural wood color, Willem. However, that can change depending on the decor of the dining room.
If you need to darken the wood, I would use a dye rather than stain. I've done a few pieces in White Oak for my daughter where I darkened the piece w/ dye, then topcoated by spraying either shellac or lacquer.