Male sterility is a prerequisite for hybrid seed production. The phytohormone gibberellin (GA) is in-volved in regulating male reproductive development, but the mechanism underlying GA homeostasis in anther development remains less understood. Here, we report the isolation and characterization of a new positive regulator of GA homeostasis, swollen anther wall 1 (SAW1), for anther development in rice (Oryza sativa L.). Rice plants carrying the recessive mutant allele saw1 produces abnormal anthers with swollen anther wall and aborted pollen. Clustered regularly interspaced short palindromic repeats (CRISPR)/CRIPSR-associated protein 9-mediated knockout of SAW1 in rice generated similar male sterile plants. SAW1 encodes a novel nucleus-localizing CCCH-tandem zinc finger protein, and this protein could directly bind to the promoter region of the GA synthesis gene OsGA20ox3 to induce its anther-specific expression. In the saw1 anther, the significantly decreased OsGA20ox3 expression resulted in lower bio-active GA content, which in t caused the lower expression of the GA-inducible anther-regulator gene OsGAMYB. Thus, our results disclose the mechanism of the SAW1-GA20ox3-GAMYB pathway in controlling rice anther development, and provide a new target gene for the rapid generation of male sterile lines by genome editing for hybrid breeding.