The committee, chaired by Cr Colin Weatherall, cited a lack of information from the developers, concerns about the hotel's 96m height and the impact it would have on its surroundings.
Mr Rodgers said the team behind the hotel bid had obtained "significant legal advice" before deciding to appeal.