This study aims to evaluate the safety, tolerability and effectiveness of new treatments for kidney cancer called Nivolumab and Ipilimumab. The study is in two parts; in the first instance patients receive nivolumab alone. If this treatment is not effective patients may move onto the second part of the trial, where they receive nivolumab + ipilimumab. There is no placebo.