I was using Cloudflare's DNS prior, then changed to Google's, restarted the router and the issue still persists.
Based from other's replies, I think this is an issue with my and OP's ISP, router, PC or other network setting; not Electrum.

@StrongCore I'll post it here if I found the issue.