Yes quite possibly. Are your Western Digitals the Green variety?
It was mainly down to the lack of power though I am sure. Make sure that you purchase a good quality PSU like a Seasonic, Enermax, Corsair, Gigabyte or one of the other well respected makes. I would suggest about 650W is a good all round size and if possible with a single 12v rail.