Bring 2 cups water and rice to a boil in a small saucepan. Cover, reduce heat, and cook 12 minutes. Drain; rinse with cold water. Drain.
Combine vinegar and next 4 ingredients (through pepper) in a large bowl, stirring with a whisk until sugar dissolves. Add rice and chopped peaches and toss.