Changing RDP connection port for Easy Shell software

I am trying to set up an RDP connection with a non-standard port in Easy Shell (version 3.0.15). The host uses RDP port 3391 (standard RDP port is 3389). In other versions of the HP thin client software, ":xxxx" was only needed after the IP address to connect to the non-standard port.