Mt. Olive Methodist Episcopal Church is a historic Methodist Episcopal church building in Leesburg, Virginia, United States. It was built in 1890 and is a one-story, wood-frame building in the Late Gothic Revival style. It sits on a fieldstone foundation and measures 23 feet wide and 42 feet deep. It was listed on the National Register of Historic Places in 2005.