They purchased the 10,000 sq. ft., four-bedroom house from Sam Nazarian, a film producer and businessman who had bought it from singer-actress Jennifer Lopez for $12.5 million in 2004, People reported.
The property, in a gated community, has tennis and basketball courts, a screening room and a swimming pool.
Nazarian lives in the Hollywood Hills next door to Leonardo DiCaprio, people said. He owns nine restaurants in Los Angeles alone.