The efficacy of daratumumab is partially dependent on CD38 expression on multiple myeloma (MM) cells. We have previously shown that ATRA upregulates CD38 expression and reverts daratumumab-resistance ex vivo. We therefore evaluated the optimal dose, efficacy and safety of daratumumab combined with ATRA in daratumumab-refractory MM patients in a phase 1/2 study (NCT02751255). In part A of the study, 63 patients were treated with daratumumab monotherapy. Fifty daratumumab-refractory patients were subsequently enrolled in part B, and treated with daratumumab (re-intensified schedule) combined with ATRA until disease progression. The recommended phase 2 dose of ATRA in combination with daratumumab was defined as 45 mg/m2. At this dose, the overall response rate (ORR) was 5%, indicating that the primary endpoint (ORR≥15%) was not met. However, the majority of patients (66%) achieved at least stable disease. After a median follow-up of 43 months, the median PFS for all patients was 2.8 months. Patients who previously achieved at least a partial response or minimal response/stable disease with prior daratumumab monotherapy had a significantly longer PFS, compared to those who immediately progressed during daratumumab as single agent (median PFS 3.4 and 2.8 versus 1.3 months). The median OS was 19.1 months. The addition of ATRA did not increase the incidence of adverse events. Flow cytometric analysis revealed that ATRA temporarily increased CD38 expression on immune cell subsets. In conclusion, the addition of ATRA and re-intensification of daratumumab had limited activity in daratumumab-refractory patients, which may be explained by the transient upregulation of CD38 expression.