In 1991, Robson was diagnosed with colorectal cancer, from which he recovered the following year. His ill health affected his work. While at Porto, for example, Robson suffered from malignant melanoma. This meant he missed the first months of the 1995–96 season. He had many operations, including one in 2006 for a brain tumour. 