People generally like the thin yarn for socks so they can still fit their feet in their shoes.
Seriously, though, sock yarn is just plain thin, and the needles are usually in the 0-2 range. You can certainly make socks with any size yarn or needles, but they'll be more like slipper socks than fit-in-the-shoe socks.