A second tree then fell, striking and killing the 53-year-old priest.
Kelly was the pastor at St. Francis de Sales Catholic Church in Purcellville, about 40 miles west of Washington.
Wintry weather and high winds have knocked down trees and power lines and caused several accidents across the eastern United States.