Got in touch with Jean (plugin author) and he kindly took a look at the blog. It turns out all my cron jobs (scheduled tasks) are stuck which causes RSS aggr to not be able to fetch the feeds. I will be contacting my host to resolve the issue.
If you want to check your cron jobs, try installing the WP-Cron Events plugin to your blog.
Thanks Jean!