The drummer in my band was the type of person who become anybody's friend in a few minutes. I watched him and gleaned this advice:
When you meet someone, your goal should be to get a little look into their inner world. Find out what they care about. And second, be genuinely interested but don't judge. It shouldn't be fake, you should really care. Pay attention to what they say.
This works pretty well for getting to know a person.