Previous research suggests police surveillance practices confer health risks to community members. This study examines whether the public health burden of excessive or ethnoracially inequitable police use of force are amplified or buffered by ethnoracial composition. Multilevel models are used to assess data from the 2009–2012 New York City Community Health Survey merged at the United Hospital Fund level with data from the 2009–2012 New York City Stop, Question, and Frisk Database. The illness associations of ethnoracial composition are amplified by the areal density of police use of force but buffered by the disproportionate police use of force against minorities. Specifically, living in minority communities with a high concentration of use of force by police against pedestrians is associated with an increased risk of diabetes and obesity. However, living in areas with a heavy presence of whites where there are large racial differences in police use of force is associated with an increased risk of poor/fair self‐rated health, high blood pressure, diabetes, and obesity. The article concludes by considering the implications of the findings for better understanding the racialized nature of police violence and the consequences of place in distributing surveillance stress and structuring legal cynicism.