This is correct. If some given set of landlords can get away with charging $50 more per month, they'd already be doing it. Some individual landlords might be irrational, but as a whole property isn't a market where people leave money on the table.
not overnight of course, but there will be a zoning effect at some point, as there always is, where some neighborhoods pool similarly minded people, as neither offer nor demand is really elastic.