[Engine] Fuel problems when the tank runs low

[Solent]

A genuine question, why would running a tank down suck in rubbish?
Surely the pick up is at the bottom anyway so any muck or water would be sucked up at any time not just when on empty. My guess would be that it is running out of fuel and the guage is inaccurate as already suggested..