First, because golf clubs are requires relatively high investments in land, equipments, maintenance of grass, etc.
Second, because the equipment to play golf is not cheap.
Third, because this sport requires qualities such as concentration, focus, etc, that rich people practice daily.
Fourth, because it enables to socialize and talk "business" while palying a game.
Hope my answer is large enough :-)