Everyone has at least one topic they love talking about. How do you find it within minutes of meeting without interviewing the person or acting unnatural?

You can learn so much from hearing about people's passions, so I've been looking for good ways to start these conversations - especially in high volume environments like parties. Any advice or thoughts?