In 2018 Robinson became embroiled in the "proof of life" controversy surrounding "The Missing Princess"(Latifa) the imprisoned daughter of the current Dubai ruler, Sheikh Maktoum. She had attended a lunch in Dubai, hosted by Latifa's step mother, Princess Haya the then, junior wife of Maktoum, in which Robinson appeared in staged photographs with Princess Latifa and publicly claimed that Latifa was being cared for by her loving family. In February 2021 Robinson retracted her former statement in a BBC Panorama broadcast, claiming that herself and Haya had both been misled and had been spun convincing and elaborate lies about Princess Latifa's alleged medical 'bipolar' history and condition.