Any person pecuniarily interested in any farm product may appeal the assigned grade classification to the Secretary, in accordance with the rules and regulations adopted by the Secretary. When filing the appeal, the appellant shall deposit a sum double the fee charged by the Secretary, which shall be refunded to the appellant, if the assigned grade classification is found erroneous. The Secretary shall correct any error by affirmative action as necessary.