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GH-39848: [Python][Packaging] Build pyarrow wheels with numpy RC instead of nightly #37164

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Run time

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Job	Run time
Docker targets	1s
C++ Minimal Build Example	3m 52s
AMD64 macOS 12 C++	20m 10s
AMD64 Windows 2019 C++17 AVX2	5m 40s
ARM64 macOS 14 C++	6m 51s
AMD64 Windows MinGW MINGW64 C++	5m 23s
AMD64 Windows MinGW CLANG64 C++	5m 18s
AMD64 Conda C++ AVX2	5m 53s
AMD64 Ubuntu 22.04 C++ ASAN UBSAN	11m 12s
ARM64 Ubuntu 20.04 C++	8m 56s
	1h 13m 16s