Introduction: The COVID-19 pandemic led to the disruption of medical teaching nation-wide and pushed the institutions to explore the probable role of online teaching methods. The aim of this review is to identify the untested perspectives and help in strategizing based on evidence generation for the preparation for future. Methods: We followed the Preferred Reporting Items for Systematic and Meta-Analysis guidelines for reporting the present review. We searched PubMed, Scopus, and Embase databases for the articles published between April 2020 and October 2021 for studies on online medical education in India during the COVID-19 pandemic. Results: We initially screened a total number of 1412 articles and finally recruited 45 articles for the analysis. Majority of the articles were from single institution, and reported the experience of the students and teachers on online teaching. The common teaching platform used such as Zoom and Google Meet were enumerated. Internet connectivity was the most reported challenge of online teaching. None of the selected articles reported on ethical issues related to online teaching. Conclusion: Even though there were some strong points reported for the successful implementation of e-learning, a more sustainable and well-informed plan should be devised for the future on online teaching.