Turn one’s face away
Here’s what it means
To reject, ignore, or refuse to help.
Why the Bible says it this way
It may also describe physically leaving, but in many contexts it emphasizes the broken relationship or refusal.
An idiom is a familiar phrase whose meaning comes from the whole expression, not from reading each word by itself.