Cherryville is an unincorporated community located within Franklin Township, in Hunterdon County, in the U.S. state of New Jersey.
A tavern was built in Cherryville in 1736.
Around 1830, a stone schoolhouse was erected. It was replaced by a wood-frame school in 1860.
A Baptist church was founded in Cherryville in 1849.
By 1882, Cherryville had a post office, and was described as being in "a superior farming district". It had a population of 65.