While it may seem counterintuitive, removing caffeine or reducing your intake may increase anxiety and general crankiness, and it may even cause depression for some. If you wish to reduce or eliminate caffeine without the pain of withdrawal, some tips from Healthline include removing caffeine slowly, staying well-hydrated, and getting good quality sleep to help you make it through a bit more smoothly.