Lyrics with chords are available at The Unofficial Steeleye Span Homepage:  The Elf-Knight.

The Tunebooks appear to be out of print, but if you can't pick up the melody by ear,  Andrew D.R.Greenhill will apparantly transcribe any Steeleye material for a small fee.

Malcolm