Pretty much RMA time.
How old is it btw?
Also have you tried it in another computer with another PSU and data cable?
Given the drive doesn't exactly (or shouldn't) make any noise, you are relying on the detection of the drive via BIOS and then the OS right? hence, guessing you've ruled out other points of failure too?