How much will a system with no video card need? Those older celerons probably used 130nm chips, which probably needs more power, so in a way this system might consume less..but anyways for a power supply I would get this Newegg.com - FSP Group (Fortron Source) ATX300-PA version 2.2 RoHS, SATA, 300W Power Supply - OEM