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The adventure only loads custom icons after starting the adventure. If you load a saved game, the adventure will not show custom icons. However, if you start the adventure and then load a saved game, the adventure will show custom icons. (even if the adventure you load isn't the adventure which was intended to have custom icons)
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In short, it's a mess. This should act as a rough guide if you want to see custom icons in an adventure, though.
