It's the same on Android, with Contacts permission blocked it will show only numbers except for groups.

Furthermore it won't let you start a chat with anyone unless it can access your contacts to find them. However there's a great little app on F-Droid called 'Open in Whatsapp' that lets you start a chat with any arbitrary phone number.