Decaffeinated tea is tea from which the caffeine has been removed, through one of two possible decaffeination processes. Herbal tea, on the other hand, is not really tea at all, but is herbs brewed in the same way that tea is brewed. Herbals, sometimes referred to as tisanes, never had any caffeine to begin with.