As Tariq Khan suggested, I did the same thing and it worked out..
FIX UBUNTU 14.10 UNICORN APT-GET UPDATE
Backup the repo first
$ sudo cp /etc/apt/sources.list /etc/apt/sources.list.backup
$ sudo vi /etc/apt/sources.list
rename us.archive or archive in http://us.archive.ubuntu.com/ubuntu/ as http://old-release.ubuntu.com/ubuntu/
rename http://security.ubuntu.com/ubuntu/dists/saucy-security/universe/binary-i386/Packages as http://old-releases.ubuntu.com/ubuntu/dists/saucy-security/universe/binary-i386/Packages
$ sudo apt-get update