Some drives are configured to power up in standby (PUIS). If yours is one of these, then look for a PM2 jumper (WD). Otherwise use HDAT2 to disable PUIS. You will need to launch HDAT2 with the /w switch to wake up the drive.
http://www.hdat2.com/
You may also find that your drive is password protected (for DRM reasons?).