It is included in the 2008 edition of Catholic Hymns Old and New, and this may be the best source of sheet music for the song.
LyricsOn the holy cross I see Jesus’ hands nailed fast for me.
On the holy cross I see Jesus’ feet nailed fast for me;
Loving Jesus let me be still and quiet, close to thee,
Learning all thy love for me, giving all my love to thee.