The DOM is a model of a markup language instance plus access methods. State describes memory of properties resulting from a change. For example HTTP is stateless.
The DOM can be both stateful and stateless, neither, or one of. The statefulness depends on your application logic rather than any intrinsic quality of the DOM itself.