If it wasn't scarce then it would be cheaper. The problem is that it is scarce, artificially, as a result of regulatory capture etc.
Which is the same reason housing in places like SF is so expensive. Artificial scarcity as a result of zoning rules that make construction prohibitively expensive or otherwise inhibit it from increasing the housing supply.
Houston metro has more people than SF metro, so why does housing cost more in SF? Because there is less of it.