No. While it is unknown what will happen if you try, the Doctor clearly stated that they cannot be killed in their stone form:
"The moment they are seen by any other living creature, they freeze into rock. No choice. It's a fact of their biology. In the sight of any living thing, they literally turn to stone. And you can't kill a stone."