Rutherford is an avid supporter of Manchester United. and is an Athlete Ambassador for the global sport for development charity Right To Play. In August 2014, Rutherford was one of 200 public figures who were signatories to a letter to "The Guardian" opposing Scottish independence in the run-up to September's referendum on that issue.