Unmount the CD/DVD-ROM drive first
sudo umount /dev/cdrom
You can then use DD to turn it into an image. In this example, I put it into the default KVM images directory
sudo dd if=/dev/cdrom of=/var/lib/libvirt/images/office2010.iso bs=1024
That should be it.