That's news to me! implies that the speaker is somewhat surprised at the news. It might be that the news contradicts what they had believed to be the situation, and it may suggest a measure of doubt in the mind of the speaker about the information.
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Hans51Is there any case where 'be news to somebody' and 'be new to somebody' are used interchangeably?Not that I can think of.