From Middle High German blut, of unknown origin. Plausibly related with blöd and/or bloß, but the specific form remains unexplained. Borrowing from Middle Low German blôt (cognate of bloß) is highly unlikely.
Practice speaking and memorizing "blutt" and many other words and sentences in German.