Left ventricular noncompaction (LVNC) is a cardiomyopathy characterized by excessive trabeculation and deep intertrabecular recesses, yet its molecular mechanisms remain poorly understood. Here, we identify Bcl11b as a novel regulator of cardiomyocyte (CM) growth and ventricular wall maturation. CM-specific deletion of Bcl11b in mice recapitulates key LVNC features, including increased noncompact-ed-to-compacted ratio, impaired compact layer expansion, reduced CM proliferation and size, and systolic dysfunction. Mechanistically, Bcl11b deficiency leads to marked upregulation of Pou3f2, a transcriptional repressor that further suppresses Titin (TTN) expression. Loss of Bcl11b disrupts sarcomere integrity and reduces TTN protein levels, while forced Pou3f2 overexpression similarly represses TTN. Notably, heterozygous loss of Pou3f2 rescues the LVNC phenotype in Bcl11b-deficient hearts, restoring CM growth and TTN expression. Our findings establish a critical relationship among Bcl11b, Pou3f2 and TTN that governs CM proliferation and hypertrophic maturation during cardiac development. Dysregulation of this regulatory network impairs ventricular compaction and contributes to the development of LVNC, providing new insights into disease pathogenesis and potential therapeutic targets.