In the non-amenable case the cheeger constant of $(\Gamma, S_k)$ goes to infinity with $k$ (with or without multiplicities) and this implies $p_c$ tends to $0$ by the standard exploration argument, see Theorem 2 of Link
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broken link fixed, cf. https://math.meta.stackexchange.com/a/34713/228959
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