Cheadle will also produce the movie, reports contactmusic.com.
The filmmakers have got the rights for the music and life rights to Davis' fame, who died in 1991 and is considered a great, pioneering jazz musician.
Co-producer Kay Liberman said: 'Miles pushed the envelope and was never satisfied and kept evolving.
