The community was named after Trinity College, which later became Duke University. Trinity College started as Brown's Schoolhouse, a private subscription school founded in 1838. The school was organized by a group of Methodists and Quakers, and was officially started by Hezekiah Leigh; the same Leigh who is widely recognized as the founder of Randolph-Macon College. In 1841 North Carolina issued a charter for Union Institute Academy. The school took the name Trinity College in 1859, and in 1892, the college moved to Durham.