Caffeine Myth No. 1: Caffeine Is Addictive. This one has some truth to it, depending on what you mean by addictive.. Caffeine is a stimulant to the central nervous system, and regular use of caffeine does cause mild physical dependence. But caffeine doesn't threaten your physical, social, or economic health the way addictive drugs do.