 His impressive performances in the League of Ireland attracted attention and in 1946 he was signed by Belfast Celtic.While at Belfast Celtic, Aherne played alongside Jackie Vernon, Billy McMillan, Robin Lawler and Johnny Campbell and helped them win the Irish Cup in 1947 and an Irish League title in 1948.Aherne was also at Celtic during the infamous Boxing Day riot which broke out during a game against local rivals Linfield.