They do, very local proud for Leeds/Yorkshire as well, so many of the sports fans there follow the team (750,000 live in the area). They are a fair bit delusional like many places with this kind of outlook (Liverpool, Newcastle etc), but they are funny with it.
They still sing 'We are the champions, champions of Europe' because of the Fairs Cups they won in 1968 and 1971