Rhode Island Fishermen's Fairness Act - Amends the Magnuson-Stevens Fishery Conservation and Management Act to add Rhode Island to the Mid-Atlantic Fishery Management Council and increase Council membership from 21 to 23 members, including: (1) the principal Rhode Island official with marine fishery management responsibility, and (2) a member appointed by the Secretary of Commerce from a list of individuals submitted by the governor of Rhode Island.