I think it's an unspoken rule. True, it's based on experience: theism makes for an empirically empty, untestable hypothesis. But it's also cultural and institutional. Not just theological questions but philosophical ones seem lame from a scientific standpoint, so they're banned at the outset. Scientists don't think they're missing anything by barring them, but they dismiss them as opposed to being perfectly openminded.