Good clue, EBarnacle. I went sleuthing with that on google and found that, according to this site: please click here, it is called I was only seventeen and is on Cyril Tawney's album of 20th century navy songs called Round the Buoy.
Good luck finding the lyrics. Every search I did on the title on google came up with a bunch of pop stuff! Hope someone here will know it.