This systematic review consolidates evidence for genetic (e.g., NR4A2, TBX1, MTHFR) and environmental (e.g., phthalates, consanguinity, vitamin D deficiency) risk factors in Saudi ASD populations, while highlighting neuroinflammation as a potential biomarker. Here, NR4A2 is linked to vitamin D deficiency.