Turning this off does not reveal the number. It simply allows the call to ring through instead of being auto-rejected.
Because there is no phone number attached to the call, you cannot simply go into your recent calls list and unblock it like a standard contact. However, there are several ways to manage these calls, trace them, or prevent them from reaching you in the future. how to unblock no caller id on android