Benjamin Graham's The Intelligent Investor elucidates the principles of value investing as opposed to risky gambling. This is a book recommended by Warren Buffett too.
It's a dry book yet still one of the most recommended out there. There's a reason for that. You aren't going to learn the market in a day.