And you're definitely connecting the correct cable for the unit (cables are not interchangeable from other PSUs) into the correctly labelled port on the PSU itself?
Plugging in a SATA power cable into the sata2 slot on the PSU
Then yes, I'd start the RMA process with EVGA.