Prices in NYC do go down. Rents in NYC fell 10-12% during the down turn (and of course 2-3 months of "free" rent is economically indistinguishable from a drop in rents).
Moreover, rents are sticky like most prices. What increased supply does is keep the rent from going up so quickly.