Same story with higher education... Artificial scarcity leads to higher prices, which leads to government-subsidized loans, which leads to higher prices, because the seller can now charge more...
In the case of housing, the "artificial scarcity" part is largely what the #YIMBY movement is trying to address. Zoning reform and similar things can go a long way towards that.