Abbasgulu is an Azerbaijani masculine given name. Notable people with the name include:
- Abbasgulu Bakikhanov, was an Azerbaijani writer, historian, journalist, linguist, poet and philosopher.
- Abbasgulu bey Shadlinski, was a Soviet military leader, revolutionary, and commander of a partisan detachment force.
- Abbasgulu Kazimzade was among the first members of Azerbaijan's Musavat political party.