witnesses reported massive plumes of smoke billowing above the building .
famous for being used a filming location for tv show inspector morse .
firefighters have been battling fire at five-star gothic hotel since 4.30 pm .
blaze is not believed to be suspicious and is thought to have started in ground floor kitchen .