The main symptoms of withdrawal include headache, irritability and fatigue. [40]Coffee or caffeine?Some might be surprised by this question but it makes sense: caffeine is naturally the important ingredient in coffee but other compounds such as antioxidants play also an important role in the above mentioned health benefits.