All perfect praise be to Allaah, The Lord of the Worlds. I testify that there is none worthy of worship except Allaah, and that Muhammad is His slave and Messenger.
After investigation, we have not come across any statement for the scholars recommending (let alone obliging) the covering of the head while eating.
Allaah Knows best.