Public concern about AI data centers' environmental impact, particularly regarding water pollution and carbon emissions, has outpaced available evidence, leading communities to reject projects and forgo tax revenue based on inflated or misconceived threats. While data centers do pose genuine industrial risks, most feared harms lack confirmed cases, and water consumption figures need context compared to other industries like agriculture.