Is there any country that directly elects their government and its ministers?
The commission is appointed by the European council (i.e. prime ministers and presidents of the member states) and approved by the parliament (your directly elected representatives).
They _should_ absolutely be held accountable in the same way we hold ministers accountable in the member states.