 Bloom married Anne Cass in 1961 and they had two children.Bloom was well known for his social connections with celebrities and politicians.David Bowie credits Bloom as being central to his first record deal, when the then-unknown singer was invited to play at a party in Bloom's flat in Park Lane, and introduced to an agent.