Usogui

Driven by his desire for quick money, young Kaji gets involved with a loan shark and soon finds himself hounded by debt collectors. One day, a mysterious man named Baku Madarame appears before him. Calling himself a gambler, Baku boldly declares that he’ll help Kaji repay his debt—and descends into the world of underground casinos…

(Source: MANGA MILLION)