I'd recommend you rent a drill, and buy the masonry bit. My local Home Depot has hammer drills for rent, and for an extra $1 per day, you can add $0 deductable. That way, if you kill it, you can take it back and drop it off no questions asked.
Depending on the size hole you need, you could...