​On their own, potatoes are really bland. And, even when you add butter and salt, the potatoes themselves don't actually get seasoned. The only real way that you get any taste into your potatoes is by salting the water. As the potatoes boil, they'll absorb some, but not all, of the salt. The potatoes absorb enough to get some flavor but not enough to taste salty.