Since you're using the beta version, there might be unresolved bugs. Consider switching to the stable version of the app if the issue persists. You may report the bug.
Suggestions:
Go to Settings on your Android device.
Select Apps or Application Manager.
Find and select Microsoft Remote Desktop.
Tap Storage.
Tap Clear Cache and then Clear Data.
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Uninstall and Reinstall the App.