According to the Roud index, it appeared in print in 1915, in T. McMechan's D'Ye Ken John Peel: The Song, its Author, and His Hero. That's the earliest reference at the moment, but the song was posted more than once in the huge John Peel thread; there may be useful information there, but I wouldn't count on it.