Without high prices, how would you keep people out of the most desirable cities? Birthrights? Lottery? Application essays? Immigration restrictions at the city level? Or not keep people out but let them become shanty towns?
Rent is a way to select residents according to how much value they can produce by living there. Even though it's wasted money, it's also as very good selection filter.