They'd still go out of business. Not only is that market for components like that small, the profit margins are too. You'd have to stock a very wide selection of items.
And there's established mail order dealers with cheap overnight shipping and cavernous warehouses (i.e.: Digikey) that have the volume to keep those margin very thin.