What idiomatic expression that says catching a fish through its mouth?

Hook, Line, and Sinker

This idiom is often used to describe someone who has completely fallen for a lie, scheme, or idea without any doubt or suspicion. It implies that the person was easily convinced or fooled, just like a fish is caught by bait on a hook and line.