That is one of many possibilities. It could also be thermal problems, flaky power, a bad setting in the BIOS, bad video hardware, bad video drivers, or the phase of the moon.
hell_storm, it's a Raid-max, lending credence to the "flaky power" above.
so that is actually not a reliable PSU? that sucks...no wonder it was cheap...haha.