Summary
Secret Levels, just like normal levels, award items, and stars upon completion. However, as their name suggests, they are hidden in secret locations on the map, and only show up when tapped.
Some Secret levels, specifically Secret: Silence of 2, are also Challenge levels. The chalice makes them visible on the map, but as with other secret levels, how many goal stars have been obtained is not shown.