After being rumored for a while, Whatsapp for Android OS has officially been updated for handling voice calls.
You no longer need anyone to call you to activate the feature. Simply head to Play Store, or official Whatsapp website and download/install WhatsApp version 2.12.19. Enjoy!!
Update: The feature is also now active for all BlackBerry 10 users.