Research shows that attractive women may face disadvantages in male-dominated contexts or those stereotypically associated with masculinity, because they tend to be ascribed more stereotypically feminine character traits and capabilities. This is known as the “beauty is beastly effect.” However, its impact on political elections remains largely unexamined. This study investigates whether such an effect exists for female candidates in Germany, where political competition is male-dominated and rewards stereotypically masculine traits. Using a comprehensive data set from the 2005 to 2021 federal elections, we empirically test for interactions between gender and physical attractiveness. Despite extensive multilevel analyses, no evidence was found for the “beauty is beastly effect” in this context. Nevertheless, positive main effects suggest female candidates may still face disadvantages. Possible explanations for these findings are discussed.