Among adults with kidney failure undergoing hemodialysis in New York City, Black and Hispanic patients were more likely to develop symptomatic COVID-19 than White patients. Neighborhood-level social vulnerability factors were associated with COVID-19 incidence among White patients, but these factors did not explain racial/ethnic disparities.