Takifugu species serve as a model system for evolutionary studies due to their compact genomes and diverse phenotypes. The ocellated puffer (Takifugu ocellatus), characterized by special colouration, is a scarce anadromous species in the genus Takifugu. As an ornamental and tasty fish species, T. ocellatus has moderate economic value. However, the available genomic resources for this pufferfish are still limited. Here, a chromosome-level reference genome, as well as two haploid genomes, was constructed by PacBio HiFi long sequencing and Hi-C technologies. The total length of the reference genome was 375.62 Mb with a contig N50 of 11.55 Mb. The assembled sequences were anchored to 22 chromosomes with an integration efficiency of 93.78%. Furthermore, 28,808 protein-coding genes were predicted. The haplotype-resolved reference genome of T. ocellatus provides a crucial resource for investigating the explosive speciation of the Takifugu genus, such as elucidating evolutionary histories, determining the genetic basis of trait evolution, and supporting future conservation efforts.