Browse the top real estate properties in Cleveland, Mississippi with Property Profile Report. The average listing price of homes in Cleveland is $566,400, where the economy and housing-markets are flourishing! Get started by selecting a Zip code above. The most popular zip codes in Cleveland, MS are: 38701, 38732, 38703, 38756, 39038 with a median listing price of $566,400.