In a previous paper, we proved that over a finite field k of sufficiently large cardinality, all curves of genus at most 3 over k can be modeled by a bivariate Laurent polynomial that is nondegenerate with respect to its Newton polytope. In this paper, we prove that there are exactly two curves of genus at most 3 over a finite field that are not nondegenerate, one over F 2 and one over F 3. Both of these curves have extremal properties concerning the number of rational points over various extension fields. 1991 Mathematics Subject Classification. Primary 14H45, Secondary 14M25. Key words and phrases. nondegenerate curves, finite fields, Newton polytope. The first author is a postdoctoral fellow of FWO-Vlaanderen. He would like to thank Alessandra Rigato for some helpful comments on curves over finite fields having many or few rational points.