 After retiring from performing in the late 1910s, Bloom lived in Mount Penn, Pennsylvania where he spent his time painting in his studio and collecting and dealing art.He began purchasing artwork during his stage career.Between 1889 and 1892, he purchased thirty to forty paintings from artist Ralph Albert Blakelock.