The low-end requirements for Debian GNU/Linux (assuming a graphical install and an up-to-date version) are not that low. They're higher than the low-end for Windows XP when it first came out, and probably close to the official requirements for "Vista-capable" machines. So yes, it's a very efficient system by modern standards but it does come with some very real overhead nevertheless.