Magento Admin Login Error - magento

Please Help. Have been stuck for days.
I've been trying to connect to Magento Admin. The website itself is working fine. I've tried logging in and each time I'd get this message:
Network Error (tcp_error)
A communication error occurred: "Operation timed out"
The Web Server may be down, too busy, or experiencing other problems preventing it from responding to requests. You may wish to try again at a later time.
For assistance, contact your network support team.
I've tried the following:
Deleted all the files inside /var/cache folder.
Sudo reboot
I read that I need to also delete maintenance.flag file in my root folder. I can't find this file anywhere.
Please help.
Thanks a bunch!!

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