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20. Jane Kaczmarek
Despite seven nominations in a row for her work on Malcolm in the Middle, this comedy queen has never taken the prize. In fact, she's the most nominated person in the Lead Comedy Actress category to never win, which I guess is a winning title in and of itself, but we'd rather have the Emmy.