Place a small nonstick sauté pan over medium heat. Add the fennel, caraway, bay leaves, black cardamom, green cardamom, cinnamon, cloves, fenugreek, peppercorns, mace, and star anise, and dry-roast until fragrant. Set aside to cool completely.
Transfer to a spice grinder. Add the nutmeg and grind to a fine powder.