Download full WhatsApp history
It's very simple. Connect your phone to your computer, search for the Whatsapp directory (just called Whatsapp), and just copy it to your computer. Everything you wanted is stored in that folder.

When you want to restore your backup, you just copy the folder back to the phone and then install Whatsapp. You will then be given the option to restore backup.