About Latin Catholic Mass Songs. Latin Catholic Mass Songs consists of Song/Music/Prayer/Worship which is used in Catholic Latin Mass such as Gloria Kyrie Ave Regína Caelorum Ite-Missa Est etc. Latin Catholic Mass Song is also known as Gregorian Catholic Mass Song.