As a freshman at Richmond, Burton averaged 4.6 points and 3.9 rebounds per game. He entered the starting lineup as a sophomore due to a season-ending injury to Nick Sherod prior to the season.[3] Burton averaged 12 points and 7.6 rebounds per game, and was named Atlantic 10 Most Improved Player.[4] He assumed an expanded role in his junior season with the departure of Blake Francis.[5] On November 20, 2021, Burton recorded 30 points and nine rebounds in a 73–70 loss to Drake.[6] On February 4, 2022, he scored a career-high 36 points in a 71–61 victory over St. Bonaventure.[7] Burton was named to the Second Team All-Atlantic 10.[8] As a junior, he averaged 16.1 points and 7.7 rebounds per game. On April 6, 2022, Burton declared for the 2022 NBA draft while maintaining his college eligibility,[9] but later withdrew. On May 31, 2023, he removed his name from the 2023 NBA draft and transferred as a graduate to Villanova.[10]