In later years, he had been critical of Britain's 2016 vote to leave the European Union and wanted Brexit to be reversed. In a 2018 letter to "The Guardian", Leonard voiced his disapproval of Labour leader Jeremy Corbyn removing Owen Smith from the shadow cabinet, and urged Constituency Labour parties to put forward motions asking for a second referendum on Brexit.