Ans- There is a way to unblock someone if you haven't changed your passcode. Go into the application that they used to send the initial invite and cancel it out of there.  After canceling it, go back into PSN and re-invite until the player successfully joins again. If they didn't use an application to connect with you, then just wait for them to send another invite and choose "Join Party" this time around.