Student learning interactions and a sense of belonging are imperative to academic success within distance education settings. In March 2020, during the COVID-19 pandemic, students who intended to be educated through in-person learning environments had to shift to remote learning suddenly. In public health, a field that emphasizes experiential and interactive learning, instructors and graduate students enrolled in residential in-person programs transitioned to remote learning with limited knowledge of how this transition would impact student learning interactions and a sense of belonging. To address these gaps, we examined how remote learning impacted Master of Public Health students’ learning interactions with peers, instructors, course content, as well as their sense of belonging in an overall sample and stratified by program year. We found that students perceived challenges interacting with peers, content, and instructors, such as a lack of community and an inability to interact with instructors during course discussions. Students reported not feeling a sense of belonging when engaging with peers and instructors. Findings from this study shed light on the challenges that emerged after students transitioned to remote learning, namely disrupted student learning interactions and a decreased sense of belonging. The study provides recommendations for future remote teaching, which may be of utility to university instructors and administrators tasked with creating and implementing an interactive remote learning curriculum that provides students with a community to foster learning.