There’s an open issue about this behaviour of the select field. Setting one of the options as default will fill the initial state of the select field, but indeed not remove the empty option from the list.
You’d have to fix it by extending the field yourself, I believe it’s not possible to override a core field, so you’d have to create an other one removing the culprit lines.
Or you can use the quickselect plugin.