While using Hash#except handles your problem, be aware that it introduces potential security issues. A good rule of thumb for handling any data from visitors is to use a whitelist approach. In this case, using Hash#slice instead.
params.slice!(:param_to_remove_1param_to_keep_1, :param_to_remove_2param_to_keep_2) redirect_to my_path(params)