The clean statistical results (law of large numbers and central limit theorem) only hold for perfectly executed random sampling; in practice sampling plans are rarely executed perfectly because you never get near 100% cooperation, and the non-responders differ systematically from responders in unobservable ways, producing skews rather than mere random noise.