Mount Olive is a town in Covington County, Mississippi, United States. The population was 982 at the 2010 census. It was the hometown of former NFL quarterback Steve McNair. Mount Olive is also the hometown of the 2015 Miss Mississippi Hannah Roberts and 2010 Miss Mississippi Breanne Ponder.