MB, Memory, CPU, PSU, & video card if you are using one. If it is a new build. Most of the time I'll put the MB on the box it came in.
Install CPU, one stick of memory, video card & connect the psu than try it. Then if it boots and you put in the case and doesn't boot.
Then the board maybe being shorting out on something. Is it still giving you the beeps?