According to a friend who had a similar problem, in the driver's side, rear quarter panel (access by removing trim inside the truck) you have the connector for the fuel pump harness.
This connector will corrode and stop working.
It's an easy fix, just replace the connector or somehow reestablish the electric current to the fuel pump.
Good luck!
