Here I was thinking a lack of supply was making housing expensive. 

"But because interest rates are lower than in prior decades, total homeowner costs in 2018 were down 17 percent from 2006 and 3 percent from 1990"

https://www.jchs.harvard.edu/state-nations-housing-2019