There are times when I try throwing arrows at them and I hit, but does no damage! (The text "No Damage" pops up).
I haven't try spells, or sharpen weapons then. But now I know...
When you say "throw arrows" do you mean like a giant dart? I notice when skeletons attack with arrows it looks like they are throwing them. I.E. not using a bow.