|It sounds like the power supply might be gone.|
Is the machine under a warranty or extended warranty? Contacting Gateway tech support if under warranty or the extended warranty source/repair center might be easiest with an all-in-one. Else, see if Gateway has a repair manual available to see how to open it up and for available part numbers (probably not standard desktop parts).
You have to be a little bit crazy to keep you from going insane.