Mad Hatter spice has a madly strange flavor profile. It's akin to prancing on the edge of a teacup, forcing your tastebuds on a merry-go-round ride. One sip you might be carried off the sweetness of cinnamon, and the next, whoosh!, you're hit with a kick of cardamom. Bits and Pieces: A hint of magic Cloves Black Pepper Star Anise It's a concoct