Why do people say ''It's not what it looks like'' when caught red-handed?

I've heard that phrase too much. ''It's not what it looks like.''

You've literally caught them doing something wrong (bullying, cheating, stealing, etc) with your own eyes and they used that line. Why?

Why do people say ''It's not what it looks like'' when caught red-handed?
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