You probably have a lot more than you think. The rats attack plants for two reasons. Either the plant is dropping seeds (not likely) or they chew a chunk of stem and drink the juice that weeps out. So they are thirsty.

Get some rat bait (wafrin based) and give them that and a container of water. In a few days some will die and that should discourage the rest.