Docker pull command isn't working on windows 10 pro


I have latest version of docker installed in Windows 10 pro. I am doing RDP from a system to Windows 10 pro where the docker is running.

Initially the docker service did not get started but then i used Net stop com.docker.service & Net start com.docker.service to make it up and running.

Now when i am trying to pull a simple docker image ‘Hello-world’, it’s throwing the following error:

Using default tag: latest
error during connect: Post http://%2F%2F.%2Fpipe%2Fdocker_engine/v1.40/images/create?fromImage=hello-world&tag=latest: open //./pipe/docker_engine: 

The system cannot find the file specified. In the default daemon configuration on Windows, the docker client must be run elevated to connect. This error may also indicate that the docker daemon is not running.

I have restarted the docker in services, but landed up with no luck. Could anyone please help me here?