Sorry, it's a stupid mistake.
I resolved this already.
I forgot to enable internet access. There is no internet access at all.
After enabling internet access,
I did apt-get install network-manager, nmcli and mmcli is installed successully.
NetworManager.service failed to be started. I ran apt-get remove network-manager and reinstalled it.
It works now.