Electronic dance music (EDM) is a broad genre of music that, after gaining popularity, quickly became stigmatized. This study aimed to examine stigma associations of electronic dance music with substance abuse, cult-like devotion, and the inauthenticity of EDM fans. Further, this study intended to examine the positive aspects of tolerance, inclusivity, and authenticity associated with the electronic dance community. An online survey composed of 12 questions was administered to 876 students. The survey data was then analyzed and compared to the information gathered through a literature review. The major findings suggest that, when compared to other genres, there is a level of accuracy to the association of electronic dance music events with substance abuse, but not cult-like devotion or inauthenticity. The findings also suggest that there is no less inclusivity nor authenticity experienced at electronic dance music events compared to other genres. Another major finding is that the negative associations of electronic dance music were shared more often by those who have never attended such events. However, the positive associations were shared more often by those who have attended such events. These findings suggest that experiencing an electronic dance music event for oneself is important to understand the true nature of such events, for they have been shown to engender positive social values such as tolerance, inclusivity, and authenticity.