Lysine-specific demethylase 1 (？LSD1) is involved in gene regulation and development; however, its precise function, molecular targets and underlying mechanisms during development are poorly understood. Here we show that ？LSD1 is required for neuronal progenitor cell (NPC) maintenance during cortical development. A ChIP-seq analysis identified a ？LSD1-binding site (LBAL) downstream of ？Atrophin1 (？ATN1). Surprisingly, ？tranylcypromine (？LSD1 inhibitor) treatment increased H3K4 methylation at LBAL, leading to ？ATN1 repression and NPC differentiation. Knockdown of ？LSD1 and ？ATN1 phenocopied each other in inducing NPC premature differentiation and depletion, which could be rescued by ？ATN1 overexpression, suggesting that ？LSD1 controls NPC differentiation via regulation of ？ATN1 methylation status and expression. The involvement of ？LSD1 in ？ATN1 expression and NPC maintenance were confirmed in knockout mice. These findings hint at the potential application for the clinical drug, ？tranylcypromine, in the prevention and/or treatment of ？ATN1-associated degenerative disease, dentatorubral-pallidoluysian atrophy.