"Suddenly" means "in the manner of a sudden," or more succinctly, "of a sudden," and to indicate that something isn't only partially of a sudden, we say it's "all of a sudden." We don't use the definite article "the" because there isn't only one particular sudden. (If there were, we might spell at as a proper noun and possibly even worship it. All hail the Almighty Sudden!)