Question: how do we know that someone has blocked us on whatsapp?
Answer: You can no longer see a contact's last seen or online in the chat window. ... 
You do not see updates to a contact's profile photo.
Any messages sent to a contact who has blocked you will always show one check mark (message sent), and never show a second check mark (message delivered).