Lu Jie did not retreat in the end because he knew very well that Huang Mingyuan was targeting the wealthy family, not Lu Jie. Even if his surname is Lu, he will not be persecuted after the Ming Dynasty.
In order to win people's hearts, they may even be given official positions.