Once you've read someone's resume you should have a pretty good idea whether or not you want to hire them. The interview should confirm that they can discuss their relevant experience and address any potential concerns that you might have without raising red flags.
Beyond that, if they have deep flaws that you didn't suspect from the resume or the interview, they're probably good enough at hiding them and more interviews aren't going to help.