Like Michael said, it will only fail over if the Radius server is unreachable. Your comment "Radius says it doens't exist" indicates to me that the switch is indeed contacting the Radius server, but it is telling you that the RW or RO user doesn't exist (in radius), which it wouldn't.
Not sure if I added any new info in addition to Michael's response with that ...