In return for cooperating on the denuclearization agreement, they've wanted to be off of that list because that can begin to lead to North Korean access to international financial institutions, the possible lifting of some sanctions, and eventually, a normalization of relations with the United States.
NPR: North Korea Dropped From Terror List