The 39-year-old actor apparently purchased the beach-front estate for USD 6 million in 2002, according to the Malibu Real Estate blog, reported New York Daily News.
The lavish home was originally priced at USD 23 million but it is believed that DiCaprio reduced it to USD 18.9 million in June after it failed to attract many buyers.
The grand abode also includes two private guest homes and a beach.