Many rural areas don't have fire departments in the same way that cities have fire departments. They have "volunteer" fire departments, who do receive public funding but who are not expected to put out any particular fire. There aren't enough fires to justify anything more.

Your "state level" explanation seems to ignore states that don't have major metropolitan areas.