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Metabolic dysfunction-associated steatotic liver disease (MASLD), a liver-centric condition, is associated with cognitive impairment and sensorimotor alterations. However, it remains unclear whether MASLD is sufficient to drive central nervous system deficits. Here, using diet-induced mouse models, we showed that MASLD was associated with alterations in social memory, sensorimotor processing, and hippocampal function, including decreased parvalbumin-positive interneurons, reduced dendritic spine density, and diminished dentate gyrus neurogenesis and neuronal differentiation. Then, we selectively modulated liver metabolism through N-acetylgalactosamine small interfering RNA (siRNA) therapy against Cyclin M4 (CNNM4), a magnesium transporter dysregulated in MASLD. Liver-specific intervention with siRNA-Cnnm4 reversed impaired social memory and sensorimotor processing in association with recovery of hippocampal synaptogenesis and mitochondrial function pathways, alongside activation of neurogenesis-associated transcriptional programs. Our findings demonstrate that liver pathology is sufficient to drive neurobehavioral and hippocampal dysfunction in MASLD. Hepatic-specific intervention restores brain function, strongly supporting the existence of a causal and therapeutically targetable liver-brain axis for MASLD-associated neurological complications.