There's a chance their son is still alive. The son was probably taken by the real villain who gave the female lead a book guide to kill the male lead- it's the father of the weakest one at the sect lead by the female lead, the one who was sent to call on the heavenly realm of the arrival of the mortal to the heavenly realm.
Next, I'll be watching "unshakable faith"