Screen config error when connected over Remote Desktop

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I hope some of you might know the really old game called Anno 1602.
It is working on my home computer without any problems. Today I tried to connect to it over Windows Remote Desktop and I get the error: "SetDisplayMode failed. Please check if your windows display is set on 256 colors." I know that this is because Anno is a really old game. But as I said, at home it works perfect and now over remote I get this error.
Maybe it is possible to change something in the remote settings with the display?
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How do I fix Remote Desktop Connection error?
Top reasons for 'remote desktop can't connect to the remote computer' errorHow do I change Display settings in Remote Desktop?
Open the Settings dialog box for the remote desktop.What is internal error while connecting Remote Desktop?
An internal error has occurred error for Remote Desktop Connection is a very vague error message. It occurs mostly when a user is trying to connect to a remote computer. This could be caused by a weak network connection, an invalid configuration of the remote connection, and more.How to Fix All Remote Desktop Connection Not Working Issues in Windows 10
Sources: Stack Exchange - This article follows the attribution requirements of Stack Exchange and is licensed under CC BY-SA 3.0.
Images: Teona Swift, Athena, Malte Luk, Marcelo Chagas