The vanilla orchid was first discovered in the 15th century by the Totonacs of Mexico, and it was only a matter of time after the Aztecs conquered Totonac territory that vanilla, which is now the second most expensive spice in the world, would begin making its mark across Europe. As for French vanilla, much like the myths about French fries, the flavor isn't from France at all.