What does that mean? I'm not sure how you'd go about quantifying scarcity in any meaningful way. Are we going by volume? Price? If price, then price per what?
The only thing stopping California from building massive solar-powered desalination plants is that bullying the surrounding states is (currently) cheaper and easier (politically).
The first of these problems has an easy free market solution, and sets a hard cap on the value of drinkable water (as de-salination plants can scale linearly to meet our needs). The second of these is more difficult, but still has a worst case scenerio of needing to move people to water rich areas, and re-build infastructure to support the new population distribution, as well as dealing with a decrease in the habitable land area.