Some Known Facts About Is Caffeine Addiction Dangerous? - Castle Craig Hospital. The majority of everyday coffee drinkers have a mild physical dependence on caffeine. Withdrawal symptoms may include headaches, lethargy, poor concentration, irritability, and achiness. While caffeine withdrawal isn't almost as bad as withdrawal from some other substances, it