Let's replace [political term] with [religious term] and review what you said.
A dog is not capable of [thinking rationally], and a dog is not even capable of possessing [religious] beliefs. Therefore a dog is necessarily a-[atheist], since a-[atheist] literally means "lacking atheist beliefs".