Using SSL with WP Super Cache

I just installed SSL via cloudflare on my site. But when I test the cache, it all becomes FAILED.

I noticed that WP Super Cache is still using http instead of https, is there a way to make this work?

https://wordpress.org/plugins/wp-super-cache/