If you're not sure which kind you have, check the ingredient label: Dutch-process cocoa powder contains alkali, whereas natural does not.
Be sure to use unsweetened Dutch-process cocoa powder natural cocoa powder will react unfavorably with the baking powder.
The deep chocolate flavor of this cake comes from the technique of pouring boiling water over cocoa powder, which intensifies and releases all the chocolate notes within.