Presenting a trivial conclusion from nontrivial premises as a nontrivial conclusion seems suspicious

Not only suspicious, but impossible: if the premises are non-trivial, the conclusion is non-trivial.

In every argument, the conclusion follows straight away from the premises. If you accept the premises, and the argument is valid, then you must accept the conclusion. The conclusion does not need any further support.