Aroma is a special trait and aspect of the end-use quality of rice and its principal component is 2-acetyl-1-pyrroline (2AP). Sequence variants of betaine aldehyde dehydrogenase (BADH2) gene on rice chromosome 8 are associated with fragrance, and the most prominent mutation is an 8-bp deletion and three single nucleotide polymorphisms (SNPs) in exon 7. In this study, we analyzed sequence variations in exon 7 of BADH2 in four locally popular aromatic rice cultivars and six non-aromatic high-yielding rice varieties in Bangladesh. Sequencing and alignment analysis revealed that two aromatic rice cultivars, Kataribhog and Sakkorkhana, had an 8-bp deletion (discontinuous) and one SNP (A/T) in exon 7 of the BADH2 gene. However, deletions were absent in the other two aromatic rice cultivars (Chinigura and Ranisalut) and all high-yielding varieties (BRRI dhan28, BRRI dhan29, BRRI dhan86, BRRI dhan87, BRRI dhan92 and BINA dhan10). Gene expression analysis using specific markers also supports these findings. Our results suggest that aromaticity in local rice cultivars in Bangladesh may be regulated by differential genetic mechanisms. Further studies are needed to elucidate the genetic mechanisms and fragrant compound(s) involved in the fragrance traits of Chinigura, Ranisalut, and other locally cultivated aromatic rice varieties that are critical for the development of high-yield aromatic rice by knocking out the targeted gene(s) using CRISPR-Cas genome editing.