WhatsApp quickly and easily recognizes which of your contacts are using WhatsApp by accessing your phone's address book. To delete a contact, simply delete their phone number from your phone's address book:
Deleting a contact from your phone's address book won't delete the chat history you have with them. You can find out how to delete a chat in this article.
Learn how to delete a contact on: Android