Pixel phone with GrapheneOS. Graphene does an incredible job of hardening stock android, and the pixel device has some of the best security too. Yes, hardware backdoors could conceivably exist on it.

That said, it is a plain fact that hardware backdoors absolutely do exist in all modern desktop Intel and AMD processors (and Apple desktop silicon), all raspberry pis, and a large percentage of networking equipment.