The literature on welfare chauvinism shows that ethnocentrism reduces support for outgroup redistribution. To limit bias, scholarship suggests framing policies universally or addressing beneficiary deservingness. However, policies to support disadvantaged groups and ensure equity cannot always be framed in universal terms. Moreover, dominant groups often hold minoritized groups to a deservingness double standard. Thus, we ask: what are effective ways of mollifying ethnocentric bias in policy evaluation? We argue that principles of distributive justice -- normative justifications for who should get what and why -- can reduce ethnocentric bias. We test through three experiments in Slovakia and with the Roma as the outgroup. Frames using the distributive principle of reciprocity reduce ethnocentric bias amongst majorities; conversely, frames centered around the principle of need garner minority support. Given salient anti-Roma prejudice, we consider our findings a floor. For less stigmatized outgroups, reciprocity frames may bolster support for redistributive policies even further.