Open Remote Desktop connection
Enter IP address of the Instance that you are going to connect and click Options.
Select Display tab
Now Move the Display Configuration Slider all the way towards Large to make it Full Screen.
Then Click connect. Now you would see the RDP connection with Full Screen without any annoying scrollbars.
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