Caffeine Anhydrous Powder-is a form of caffeine that has been dried into a powder. The term anhydrous means “without water.” Caffeine anhydrous if often used as an ingredient in supplemental products as a stimulant to stay awake, as a pain reliever in combination with other medications and as a weight loss or energy accelerant.