The Federal Reserve is doing homeowners a big favor, keeping interest rates low. That means you should consider refinancing your old higher-rate mortgage. But how do you go about this? First of all, you should know that not everyone can qualify for a new mortgage. If some of your payments were delinquent or your home is underwater, for instance, you may have a problem.