Put the water in a pan. Add cinnamon, cardamom pods, and cloves. Bring mixture to a boil. Cover, turn heat to low and simmer for 10 minutes.
Add the milk and sugar and bring to a simmer again. Add tea leaves, cover the pan and turn off the heat.
After two minutes, strain the tea into 2 cups and serve immediately.