Recent album World Peace Is None Of Your Business is the first Morrissey album to be released on Harvest, and his contract is for two releases, according to Billboard.
Fan site True To You had claimed that the 55-year-old singer had left the label, just weeks after the release of World Peace Is None Of Your Business.
Morrissey recently hit out at Harvest, lambasting them for not a making music video for the title track single.
Posting on the same fan site, he thanked fans for making unofficial music videos for the single, punning that "a similar document ought to have been harvested by the record label" (Harvest Records).