Radcliffe was born the son of George Radcliffe, attorney, in Wakefield, Yorkshire, and was educated at Queen Elizabeth Grammar School and Northallerton Grammar School.
On his death in the following year, his property was bequeathed to various charitable causes, including St Bartholomew's Hospital and University College, Oxford, where the Radcliffe Quad is named after him.