Sometimes you get a dud, especially with those cheaply constructed Chinese knock offs, regardless of price.
If you don't get a quality brand PSU and spend at least $50 you're probably getting a suspect unit. I would try another one before you give up on that motherboard. Make sure it is installed correctly. You may have knocked something loose in the process as well.
If you like take that back to Best Buy and tell them it didn't work I'll bet you could get another to try.