let be an eigenvalue of then for some non-zero vector note that because otherwise we'd have which is impossible.

now which means that is an eigenvalue of so every non-zero eigenvalue of is an eigenvalue of

proving that every non-zero eigenvalue of is an eigenvalue of is identical and is left for you.