Abstract Are colors features of objects “out there in the world” or are they features of our inner experience and only “in our head?” Color perception has been the focus of extensive philosophical and scientific debate. In this paper we discuss the limitations of the view that Chalmers’ (2006) has characterized as Primitivism, and we develop Marmodoro’s (2006) Constitutionalism further, to provide a metaphysical account of color perception in terms of causal powers. The result is Power-based Constitutionalism, the view that colors are (multi-track and multi-stage) powers of objects, whose (full) manifestations depend on the mutual manifestation of relevant powers of perceivers and the perceived objects being co-realized in mutual interaction. After a presentation of the tenets of Power-based Constitutionalism, we evaluate its strengths in contrast to two other recent power-based accounts: John Heil’s (2003, 2012) powerful qualities view and Max Kistler’s (2017) multi-track view.