Definitley needs a new psu - for a 780, the psu recommendation is to have a 600W psu with 42 amps on the +12V rail, whereas a 350W psu can't possibly deliver more than about 29 amps there (and the specs say it's 350W peak, so probably more like 300W sustained, which would mean less than 25 amps on the +12V rail).