To recursively take ownership of a directory:
takeown /f <dir name> /r /d y
To recursively set permissions for a directory:
icacls <dir name> /grant <user or group>:<permission> /T
Run takeown /? or icacls /? to learn more.
Thanks to Ramesh Srinivasan for pointing this out.
