A youth product of Lille for 5 years, Kalumba moved to Angers in the summer of 2023 on a two-year contract. He began playing with their reserves in early 2023. He made his senior and professional debut with Angers as a starter in a 1–1 Ligue 1 tie with Nice on 2 April 2023, where he played a left wing-back.
Mallorca
On 16 January 2026, Kalumba signed a three-and-a-half-year contract with La Ligaside Mallorca.