It turns out Hue database hasn't been created yet. I thought it was done by during the installation, since no extra information in the installation article (path A).
1. Set hue database password in Hue configuration with your own password. Hue service --> Configuration --> search Hue Database Password.
2. Create hue datatabase. Hue service --> Action --> Create hue database.