Although rituximab failed to demonstrate a significant effect on disability progression in primary progressive multiple sclerosis (PPMS), ocrelizumab succeeded. Our main objective was to analyze confirmed disability progression (CDP) in a cohort of patients with PPMS treated with anti-CD20 therapies compared with a weighted untreated control cohort. This was a retrospective study using data from the French MS registry (Observatoire Français de la Sclérose En Plaques). We included patients with PPMS treated or never treated with anti-CD20 therapies from 2016 to 2021, with an Expanded Disability Status Scale score of ≤6.5 at baseline. The primary outcome was time to first CDP. The secondary outcomes were time to first relapse, MRI activity at 2 years, identification of risk factors associated with CDP, and serious infection incidence rates (IIRs). Each outcome was studied using an inverse probability of treatment weighting method. The outcomes were modeled using a weighted proportional Cox model for the time-to-event outcomes and by a logistic regression regarding the MRI activity. A total of 1,184 patients (426 treated and 758 untreated) fulfilled the inclusion criteria. Median age (Q1-Q3) was 56 years (49.3-63.8), and 52.7% were female. Among treated patients, 295 received rituximab, whereas 131 received ocrelizumab. At baseline, anti-CD20-treated patients were younger (median 51.9 vs 58.6 years, Cohen d = 0.683) and had more active disease (54.5 vs 27.8%, Cohen d = 0.562). 91.6% were drug-naive at inclusion. In time to first CDP analysis, no statistical significance was observed (hazard ratio [HR], 1.13; 95% CI 0.93-1.36, p = 0.2113). In time to first relapse analysis, a nonsignificant trend toward fewer patients relapsing in the treated group was observed (HR 0.83; 95% CI 0.48-1.28, p = 0.0809). For MRI activity, no significant difference was found between the 2 groups. Risk factors associated with CDP in the treated group were male sex and MS duration. IIR was 6.67 (95% CI 3.12-14.25) per 100 person-years in the treated group vs 2.67 (95% CI 0.80-8.86) in the untreated group. Time to first CDP was not different between anti-CD20 treated and untreated patients with PPMS. Although our study is retrospective and mainly included patients treated by rituximab, our results indicate that there should be a constant evaluation of all available data to ascertain the best risk/benefit ratio for patients with PPMS. This study provides Class III evidence that anti-CD20 therapy of previously untreated patients with PPMS was not superior to no therapy in delaying time to first CDP.