Medical students are the category of academic population with the highest levels of stress. This study aimed to assess the prevalence of academic stress among medical students in Saudi Arabia and to identify its associated factors. This cross-sectional study was conducted at the College of Medicine at King Khalid University, Abha. The Medical Student Stressor Questionnaire (MSSQ) was used to evaluate the stress caused by different factors. A total of 422 medical students participated in this study. Among the participants, 115 (27.3%) were male and 307 (72.7%) were female. The highest percentage of students were perceiving moderate to severe stress due to academic-related stressors (97.1%), followed by teaching- and learning-related stressors (93.9%) and group activities-related stressors (88.3%). The lowest domain in which students perceived moderate to severe stress was drive and desire-related stressors (65.8%). The mean percentage of students who perceived moderate-to-severe stress in all domains of stressors was 85.5%. We can conclude that medical students have a high degree of stress, and we emphasize the importance of implementing stress management programs to teach students how to handle stress in order to avoid negative effects on their health and academic performance.