Sex workers in the Netherlands experienced severe financial and social distress during the COVID-19 health crisis. Notwithstanding them paying taxes over the earnings, they were excluded from government financial support, faced discriminatory treatment concerning safe reopening, and experienced increased repression and stigmatization. In this contribution, I explore whether the concept of “vulnerability” contributes to understanding (and addressing) that situation. Data acquired through participatory action research, partly taking place online during lock-down measures, and literature and content analysis show that labeling sex workers “vulnerable” deflects attention away from the (in)actions of Dutch authorities responsible for sex workers’ precarious conditions during the pandemic. Government denial and strategies of abjection explain these conditions better than “vulnerability” does, as they return the gaze to actors and processes accountable for sex workers’ exclusion and criminalization during the COVID-19 health crisis and thereby put responsibility where it belongs.