Remote desktop connection cannot verify that the two remote computers belong to the same farm

You receive the below error trying to log on to a terminal server that is part of a farm (TS connection broker)

To resolve this – Log into RDS Host Configuration, open RD Connection Broker settings and ensure that ‘Participate in Connection Broker Load-Balancing’ in selected.