Can an unused machine really work as a lightweight Linux desktop?

And everything works out of the box.

Are you sure you placed the boot partition at the beginning of the disk with fdisk (or cfdisk...) when you installed it? If memory serves me there is an option in cfdisk as to where to place the ...