Chocolate can be processed without caffeine, but you can’t remove the caffeine yourself at home. There are various methods that can be used to decaffeinate chocolate, including water processing, solvent processing, and carbon dioxide processing. Decaffeination may also remove some of the flavor compounds, not only caffeine, in chocolate, which can affect the taste of the chocolate.