Place water in a pot and add tea bags, cinnamon, cardamom, cloves and ginger. Bring to a boil; cover and turn heat very very low and simmer for 10 minutes. Add the milk and sugar and bring to a simmer. Pour through a fine strainer; chill and serve cold over ice.