This article addresses a paradox between self-perceptions of psychology as a liberal, progressive, antiracist discipline and profession and the persistent criticisms of racism and calls for decolonization. It builds on the criticisms of epistemic exclusion and White centering, arguing that White supremacy is maintained by “conversational silencing” in which the focus on doing good psychology systematically draws attention away from the realities of racism and the operation of power. The process is illustrated by investigations of disciplinary discourse around non-Western, educated, industrialized, rich, and democratic psychology and on stereotyping, racism, and prejudice reduction, which constitute the vanguard of liberal scholarship in the discipline. This progressive scholarship nurtures “White ignorance,” an absence of belief about systemic racism that psychology plays a part in upholding.