Bladensburg, Ohio. Bladensburg is a census-designated place on the border between the Clay and Jackson Townships of Knox County, Ohio, USA. Although it is unincorporated, it has a post office, with the ZIP code of 43005. It lies along State Route 541 east of Martinsburg.