The councillors see the scheme as complementing other developments such as the Fens Waterway Link, a multi-million pound project by the Environment Agency, British Waterways and Lincolnshire County Council.
In a letter to the council, it said the construction would "challenge the cathedral's hitherto unrivalled supremacy in the landscape" and "sever the current close relationship of the cathedral and city to the adjacent Fens".