Might be a large food supply around the pen, and so rats aren't interested in the bait!
Have you tried baiting with chicken food?
Had a similar problem at my brother's chicken coop, only three rats though! Eventually caught them by putting trap on a run inside the pen, right beside feeder! Also removed feeder each night, and had a rat each morning after that!
I covered my cage, but not sure if it's necessary!