Local commentators say the move is part of a growing tendency for provincial-level leaders to show loyalty to President Xi by evangelizing his ideology.
Bishop Peter Shao of Wenzhou has been taken to an unknown location amid pressure for him to join a state-sponsored body in charge of Chinese Catholics.
The protest comes as a U.S. congressional report hits out at a string of recent blows to the city's traditional freedoms of speech, association and publication.