He secretly bought a farmhouse, Oak View (or Oak Hill), in a rural upland part of the District of Columbia, in 1886, and remodeled it into a Queen Anne style summer estate. He sold Oak View upon losing his bid for re-election in 1888. Not long thereafter, suburban residential development reached the area, which came to be known as Oak View, and then Cleveland Heights, and eventually Cleveland Park.