Remote Desktop Services stopped working after domain change

I had Remote Desktop Services (RD Session Host deployment) functioning properly on the Windows Server 2012 R2. The server had to be moved to another domain. That went well but now Remote Desktop Services completely lost the configuration which I expected.

I tried removing the roles and features and adding them again but during the role installation I get error on RD Web role installation.

Is it possible to completely remove previous Remote Desktop Deployment and start from scratch? It seems that uninstallation of the roles doesn't remove everything.

Also I suspect that something else causes the problem as I get errors in Event Viewer from ESENT:

svchost (3048) Database recovery/restore failed with unexpected error -1032.

svchost (3048) An attempt to open the file "C:\Windows\system32\LogFiles\Sum\Api.log" for read / write access failed with system error 5 (0x00000005): "Access is denied. ".  The open file operation will fail with error -1032 (0xfffffbf8).

svchost (3048) An attempt to open the file "C:\Windows\system32\LogFiles\Sum\SystemIdentity.mdb" for read / write access failed with system error 5 (0x00000005): "Access is denied. ".  The open file operation will fail with error -1032 (0xfffffbf8).