Human rights have increasingly been put forward as an important framework for bioethics. In this paper, it is argued that human rights offer a potentially fruitful approach to understanding the notion of Respect for Persons in bioethics. The idea that we are owed a certain kind of respect as persons is relatively common, but also quite often understood in terms of respecting people’s autonomous choices. Such accounts do however risk being too narrow, reducing some human beings to a second-class moral status. This paper puts forward a political approach to our standing as persons and a strongly pluralistic account of human rights that lays the ground for a more broadly applicable conception of Respect for Persons. It is further argued that this model also provides an example of a more general approach to philosophical ethics, an approach which is here called taxonomical pluralism. When it comes to Respect for Persons specifically, this principle is developed in terms of five distinct core concerns (autonomy, dignity, integrity, privacy, and vulnerability).