Try going back there in a few minutes. Farming lots of rats is the norm... and they have a low spawn rate so it takes a while to build up a population.
HOWEVER, I've noticed a lot of strange baddy behavior in the last week or so. Larger mobs of baddies in areas that have been sparse as far back as I can recall.