Comparisons between germline gene editing using CRISPR technology and a renewal of eugenics are evident in the current bioethical discussions. This article examines the different roles of such references to the past. In the first part, the alleged parallels between gene editing of the germline and eugenics are addressed from three perspectives: First, the historical adequacy of such comparisons is questioned. Second, it is asked whether the evils of the past can in fact be attributed to (future) practices of germline gene editing. Third, it is discussed whether the alleged hazards of eugenics should in fact universally be condemned from a moral perspective. The article attempts to show that references to the eugenic past to rebut gene editing are highly selective and should be abandoned to allow for a more transparent ethical discourse. While the comparison with a eugenic past is frequently drawn by opponents of germline gene editing, the remaining part of this article investigates historic references from the proponents of germline gene editing. It is argued that they also employ different narratives of the past to justify their own liberal position. While such references are equally problematic, some lessons from the history of eugenics will be spelled out that can inform future debates on germline gene editing.