The settlement was first known as Ogles Mill, Missouri and was later given the name Rosendale in 1869 by Mr. Gaemlich, due partly to the love for the flower and because wild roses grew profusely in the bottom land in and around the village.
The first post office was started in 1856 by a man named Benjamin Ogle when the settlement was still known as Ogles Mill.