The site-value of unoccupied desert is pretty low, so the land-value taxes on it would be low, which gives incentive to build there rather than elsewhere. Whereas an empty lot on valuable real estate in the city would face not merely the opportunity cost but also a high land-value tax.
A lot of tax policy in John Locke and Henry George's day was about getting "unused" land into "productive" uses.