We believe the name comes from The Royal Belfast Academical Institution which opened its doors in 1814 having been founded in 1810.
"Resolved. That, on the application of Messrs. Macartin & Co & Mr. Thomas E. Osborne, a street situate off College Street be named College Street Mews". (27th April 1915).