I don't think so. My sentence has another effect to express the statement. It emphasizes the sentence and let us know the speaker is more certain when speaking that sentence.
I think maybe it is better to use it in a question, isn't it? , for example: "Can you tell me the reason why it is redundant ?". In this case I think "why" shouldn't be replaced by "that", should it ?
Thank you very much !