Thomas Granville Burch (July 3, 1869 – March 20, 1951) was an American farmer, tobacco manufacturer, and politician from Martinsville, Virginia. He represented Virginia in the U.S. House of Representatives from 1931 until 1946. In 1946 he served as a U.S. Senator after Carter Glass died in office until a successor was elected.