On January 27, 1864 at Brownsville, Arkansas, he performed an act of bravery, single-handedly defending himself against a party of seven enemy guerrillas and killing their leader, that garnered him the Medal of Honor.
A resident of Victor Township, Michigan, Robinson enlisted at the age of 18 in the 3rd Michigan Volunteer Cavalry Regiment, and was mustered in as a Private in Company B.