You could check there is no short on the disconnected boards before looking at the PSU, just to be sure how complicated this may get, but yes this is looking like a PSU problem.
A quick guess is that there is a PFC stage followed by 3 separate SMPS's, Standby supply, audio and low voltage digital, higher voltage and PDP.
Check that the PFC brings the primary DC above 400V when the TV is on. Next you'll have to take a closer look at the PSU layout.