Actually, there was misconfiguration of Power Options. The power plan was configured to never turn off display if plugged in.
Changing this to "10 minutes" solved the problem, display powers off in 10 minutes even if RDP-connected.
Path: Control Panel\All Control Panel Items\Power Options\Edit Plan Settings\