I managed to find the real problem here : Couldn't download the specified URL: HTTP Code: 503 (feed behind Cloudflare)
Feed behind Cloudflare, that's why feed returns 503 HTTP error code and that's why most RSS feed readers can't subscribe directly to the feed, they can't bypass cloudflare unless @AndrewAnglin put the RSS feeds as exceptions in the cloudflare dashboard 