The sound is the starter motor, it sounds like it may be attempting to fire but it cannot.

There is a fuse which controls the whole dash, if this were corroded etc you would have no lights etc.

Most likely you have a sender problem, assuming the fuel isn't actually being consumed/leaked etc?

I should think you have fuel, but perhaps the ignition system is damp etc?

Martin