On 24 November 2018, Rafinha ruptured the anterior cruciate ligament of his left knee during a 1–1 draw at Atlético Madrid, being again sidelined for several months. On 2 September 2019, immediately after extending his contract until 2021, he rejoined Celta on a season-long loan.