Deaths of native scavenging pigs were reported in mid‐November 2015 at Nageswari sub‐district, Kurigram district of Bangladesh. The investigation for a suspected classical swine fever (CSF) outbreak was accomplished via a joint outbreak investigation team from Department of Livestock Services (DLS) and Food and Agriculture Organization, Emergency Center for Transboundary Animal Disease (FAO‐ECTAD), Bangladesh. Out of 592 pigs, 396 were infected and among them 263 died. The attack rate and case fatality rate were 66.9% and 66.4%, respectively. The epidemic curve constructed using the data captured from the CSF outbreak site was nearly bell‐shaped, indicating a point source epidemic. The basic reproduction numbers (R0) were estimated to be 1.6 (95% Confidence interval [CI]: 1.5–1.7) and 1.5 (95% CI: 1.3–1.7) based on attack rate and exponential growth rate methods, respectively. Adult pigs showed signs of high fever, staggering gait and depression, whereas piglets either died without any premonitory signs or purulent exudates in the eyes were observed. Post‐mortem examination was carried out on a 6‐month‐old piglet. The necropsy findings included were swollen lymph nodes deep red in colour, and haemorrhages on serous and mucous membranes of the intestinal organs together with button‐like ulceration in the intestines. Nasal swabs and tissue samples (spleen, lung and liver) were tested using real‐time reverse transcriptase polymerase chain reaction (RT‐qPCR) and found to be positive for CSF virus. One‐step RT‐PCR was used to amplify 1,148 base pair of E2 gene in extracted RNA and was sequenced using standard Sanger's sequencing. Phylogenetic analysis revealed the virus as genotype 2.2 that clustered with CSF virus sequences from Bangladesh and India. This is only the second report of a CSF outbreak in Bangladesh. CSF appears to be an emerging transboundary disease in this country. A special programme for controlling swine diseases is needed since pigs are being reared by marginalized communities of Bangladesh to provide livelihoods and food security.