My question to you is do we as muslims believe like the Christians when they say prophet Jesus died on the cross or is it not true?

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No it is not true. Allah saved Jesus and elevated him to the Heavens. He did not die on the cross. Another person who appeared to look like Jesus was arrested and that person died on the cross.