Same problem here, heard I needed to replace some relay for like $30? Don't have the cash though (kinda sad), not sure if that's even the issue, and I'm not sure what exactly that is..
Fuel pumps are resonably expensive though so I think I'll just deal with it for a while.. it's just more embarrasing/annoying than anything