So, I will have to take a pick mattock and dig them out, since I don't have access to an excavator.
How about access to an 8N tractor and a single or double bottom plow, (or equivalent, maybe even a tiller)? Get the dirt loosened up and the roots upheaved, then pick'em out or scoop'em up with a scoop or loader.