Rosemark is an unincorporated residential and farm community located along Tennessee State Route 14 in northeastern Shelby County, Tennessee, United States. It had a population of 2,315 people in 2010.An area of approximately 115 acres (47 ha) in Rosemark was listed on the National Register of Historic Places in 2013 as the Rosemark Historic District.