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](https://doi.org/10.1007/978-1-4419-9675-6_21)