This is not true. Landlords have immense power everywhere, even in markets where supply far outstrips demand. (Much of the non-coastal US are places where supply far outstrips demand for many years, and landlords are still immensely powerful here)

You still have to break up price fixing cartels like this. You can't just lean back and pretend "moar supply" will magically fix anything.