If everybody wants to buy up land because "god isnt making it any more" you get less land at an even higher price which makes it even more attractive as a store in value.
So no, supply and demand doesnt really work for land the way it works for everything else.
Land needs to be taxed a lot to create enough supply and in California prop 13 quite deliberately did the precise opposite of that.