VirtualBox: Start Virtual Machine from Command Line in Headless Mode

Here's how it's done:

VBoxHeadless --startvm "Test Server" --vrde=off

The "vrde" option is for disabled VRDP access, for VMs where you do not need it (e.g. Linux where you can just use SSH).