No, they draw the maximum power when you're stress-testing the CPU and GPU at the same time. Generally the GPU is idle during boot, and the CPU isn't being stressed much. Everything's waiting on the HDD.
It's pretty common for systems to post fine but for the PSU to crash the moment you open a game.