If someone has blocked you on Instagram, from their end . Only the person who initiated the block has the authority to reverse it.
The short answer is:
However, if you have and are trying to unblock them from your own account but cannot find their profile, you can use these methods: How to Unblock Someone (If You Both Blocked Each Other) if someone blocked me on instagram how can i unblock