I have changed the STATIC_URL to like below and it is working fine now.
STATIC_URL = '//bucketname.s3.amazonaws.com/static/'
But MEDIA_URL is like mentioned in the documentation itself and MEDIA_URL works fine. It is only STATIC_URL which needs modifying.
Looks like the documentation is wrong.