Usually, I get this error: (The \"service name\" service on Local Computer started and then stopped. Some services stop automatically if they are not in use by other service
In our case, nothing was added in the Windows Event Logs except logs that the problematic service has been started and then stopped.
It turns out that the service's CONFIG file was invalid. Correcting the invalid CONFIG file fixed the issue.