 Fernie was born in Wellington on 25 April 1910 and received his first schooling from the Marist Brothers in Newtown and later at Wellington College.He became a leader in church music while still a young man, taking up the position of choir master and organist at St Joseph's Catholic Church, Wellington.At the outbreak of World War II, Fernie served with the second New Zealand Expeditionary Force in Egypt and Europe.