Abnormal activation of androgen receptor (AR) occurs in prostate cancer (PC) progression and metastasis. Lysine-specific demethylase 1 (LSD1), the first demethylating enzyme, regulates AR-mediated transcriptional activity. Considering the effect of Forkhead box protein A1 (FOXA1) on the expression of AR, estrogen receptor (ER) and tumor suppressor genes, this study investigated the demethylation of FOXA1 upon treatment with LSD1 inhibitors and assessed the biological behaviors of PC cells. PC cells were cultured and infected with viruses. After transient transfection, CWR22-RV1-Cas9 cells were selected by puromycin with expression of LSD1 detected by Western blot. Apart from measurement of formaldehyde production, immunoprecipitation and chromatin immunoprecipitation (ChIP) were performed, followed by ATAC-seq detection, and Western blot. The data indicated the association between LSD1-binding sites and high levels of FOXA1. LSD1 inhibitor treatment resulted in a dramatic decline in overall FOXA1 binding, significantly reducing chromosomal accessibility and also increasing lysine-methylated FOXA1 level, but it failed to affect H3K4me2 levels at LSD1-FOXA1 occupied sites. Overexpression of LSD1-WT obtained reverse outcome. Besides, LSD1 inhibition diminished binding of FOXA1 and restored lysine-methylation of FOXA1 in methylation-deficient cells with mutant K270R. Moreover, silencing of LSD1 suppressed CWR22-RV1 tumor growth, resulting in increased H3K4me2 and decreased AR-FL/V7 gene expression. K270me is demethylated by LSD1. LSD1 inhibitor disrupts FOXA1 chromatin association, blocks FOXA1 K270-demethylation and hinders AR binding, thereby suppressing PC cell growth.