How to Block Individual BuddyPress/WordPress Users?

I understand how to block users via an e-mail address or IP.
I'm less clear how to block individual WordPress/BuddyPress users from chat - especially Private Chat.

I have one user who I need to block from Chat (temporarily).

Is this possible?