In a medium saucepan, combine the water, dried elderberries, cinnamon, ginger, cardamom pods, and whole cloves. Bring to a low boil over medium-high heat. Once boiling, reduce heat and simmer for 15 minutes. Remove from the heat, cover, and let steep for 30-60 minutes.