Rinse the blueberries and remove any stems, leaves, or green berries.
Put the berries in a large heavy pot and add the water, cloves, orange peel, and cinnamon stick. Bring to a boil over medium heat. Stir in the honey, reduce the heat, and simmer, partially covered, until the berries are very tender, about 15 minutes.