What do I do? Is it harmful?
Take it to a emergency hospital. Yes, rubber cement being swallowed would be harmful to both humans or other mammals. I suggest you first call a vet to make sure, and then do as they instruct, even if it would be just as the following said take it to the emergency hospital. I suggest calling the vet first, just in case.
