Dark Mode fails when using a CDN for images/css/js

As soon as I enable my CDN for serving images/css/js from there, the WP Dark Mode stops working as expected and it fails. I’ve tried by enabling only images and also excluding only WP Dark Mode assets from being served from CDN, but however it keeps failing.