This study investigates public perceptions of trustworthiness and authenticity regarding scientists engaged in controversial and less controversial fields with a cross-sectional survey of a German sample (“N” = 1007). Results indicate that scientists in controversial fields like COVID-19 or climate change are perceived as less trustworthy and authentic compared to scientists in less controversial fields or scientists without specification of their field. Additionally, we found that science-related media consumption shaped people´s trustworthiness and authenticity perceptions towards scientists. Our analysis points out how public perceptions of scientists vary if these scientists research controversial areas, actively participating in public (and media) life.