I've never had to deal with rats as pests before (just pets

), but I've had excellent luck trapping mice with these black,
enclosed mousetraps. I believe they make them for rats too, you might want to try them? As far as mousetraps go, I highly recommend this type of trap.
(And mice are criminally cute! Of course, I think rats are cute too.)