Simply, the app doesn't serve static file on nginx side. After serving static files on nginx side, everythins works well.

# Dockerfile
COPY ./django_app/static /etc/nginx/html/static

# nginx.conf
server {
    ...
    location /static {
        root /etc/nginx/html;
    }
}