Place walnut shells and black tea powder in a very fine mesh strainer over a 4-quart container or pitcher filled with crushed ice. Cover with plastic wrap and let sit overnight, or until ice is completely melted. Discard tea and walnut shells.
Meanwhile, steep ginger in simple syrup until desired flavor is achieved. Chill below 40° F.
Combine cold brewed tea and simple syrup and mix well.