Pour water into the crock of a slow cooker. Stir in the ginger, cardamom pods, cloves, cinnamon sticks, and peppercorns. Turn to High; simmer for 8 hours.
Steep tea bags in the hot spiced water for 5 minutes. Strain tea into a clean container. Stir in sweetened condensed milk; serve hot.