Bethlehem's farm in the city celebrates with 25 t h annual Blueberry Festival Bethlehem's Burnside Plantation is an 18th century farm tucked away behind trees along the Monocacy Creek, a short hike north of the downtown historic industrial area. When the farm was established, however, it was a giant leap away from the traditions of Bethlehem's founding Moravian Church.