It was announced on 30 January 2015 that Smith would re-release "Lay Me Down" as the sixth single from his album In the Lonely Hour following commercial success with his previous singles.
The music video for the re-release, which replaced the original, was recorded in St Margaret's Church, Lee, South East London, with the permission of the Rector the Revd.