It has to be some weird things happens whenever I move my website to a new server. This time I’ve encountered this message: Your cache directory (D:\wwwroot\bianlei\wwwroot/wp-content) did not exist and couldn’t be created by the web server. in WP Super Cache control panel and couldn’t be continued.
Solution: Go to wwwroot/wp-content then find wp-cache-config.php and advanced-cache.php. Delete one of them or both, in my case I’ve deleted these two just for a completely uninstallation of cache. Refresh the page and now you should be welcomed by WP Super Cache with initial settings.