Where does all the waste water go? If 10 billion goes down the sewer and back to the ocean, you can "re-salt" that water on the way out..
(It basically works like this: You have two containers with water of different salinities, connected with a membrane that only lets the water pass, but not the salt. The water will move through the membrane to balance the salinity - osmosis - and one container will have a rising water level, which can be used to generate electricity with turbines.)
I don't know about California, is all the fresh water fully recycled until the rivers are dry? That would be hard to imagine.