AC-USB Charging Device Makes Sounds when Device Fully Charged
See this very good answer on Electronics SE for details. Basically it's a side effect of the charger circuitry operation - it's by design, you can't change it. If that disturbs you - either find another charger, or bring this one further from you, don't try to silence it with an enclosure - that may lead to overheating.