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But strangely, when engine is switched off while stepping on the brake, it doesn't rattle that much!
Have exhaust system checked for a hanger or heat shield problem.
Possible cat. converter breaking up inside. Don't see how stepping on brakes can make any difference while stopped! Is idle speed way to high / fast ?