Richard Mitchell Edwards (December 31, 1822 – January 19, 1907) was an American attorney, politician and soldier who served one term in the Tennessee House of Representatives (1861–1862).
A Southern Unionist, he represented Bradley County at the East Tennessee Convention in 1861, and served as colonel of the 4th Tennessee Cavalry of the Union Army during the Civil War.
He ran unsuccessfully for governor on the Greenback Party ticket in 1878 and 1880.