On 18 April 1889, the Midland concluded an agreement with the Stratford-upon-Avon, Towcester and Midland Junction Railway (ST&MJR) for running powers over the 3 miles section between Ravenstone Wood Junction and Olney, including the right to use Olney station and its facilities.