The heading date is one of the important traits in rice, which greatly affects grain yield and regional adaptability. Although the flowering pathways in rice have been extensively investigated, the genes involved in flowering remain largely unknown. Here, we report a rice lhd mutant, which showed late flowering under both long-day (LD) and short-day (SD) conditions. Through MutMap+ and linkage analysis, a deletion mutation in OsMetAP10 was inferred as the most likely candidate for lhd late flowering. OsMetAP10 encodes a methionine aminopeptidase that belongs to the peptidase_M24 subfamily III. The OsMetAP10 gene is constitutively expressed in rice and is induced by light, with a rhythmic expression pattern. OsMetAP10 knockout lines displayed late heading as the lhd mutation, while no alternations in morphology and heading were observed on OsMetAP10 overexpression lines, further confirming the mutation of OsMetAP10 as responsible for the late heading of lhd. Through RT-qPCR and transcriptome analysis, we revealed that the upregulated expression of the FT-like gene OsFLT4, a negatively flowering regulator, and the downregulation of flower development-related genes, OsMADS14, OsMADS15, and OsMADS34, played critical roles in determining the late flowering of the OsMetAP10 mutation. This study reports a new gene affecting flowering and provides a new insight into the role of OsMetAP10 in regulating rice heading.