Dutch is such a weird one. We don’t call ourselves “Dutch” in Dutch, we call ourselves “Nederlands”. This would be something like “Netherlandish” in English. We do call Germans “Duits” though, and they call themselves “Deutsch”. Somehow in English German and Dutch got a bit messed up. The reason is probably that during the middle ages we did refer to our language as “Dietsch”, so that probably stayed around.