To be honest nobody knows how thick the earth is. It could be 20 miles, or it could be 60 miles. We don't have an answer. As for drilling through, that's a good question, though I don't think it would be possible.
If you haven't already, read earth not a globe by Dr Samuel Rowbotham who is the authority on flat earth.