Objectives: The dysregulated immune response occurring upon COVID-19 infection can lead to tissue damage and organ failure. Different therapeutic strategies are needed to cope with the current and future outspread of COVID-19, including antiviral and anti-inflammatory agents. We describe the outcome of hospitalized patients treated with canakinumab and remdesivir plus the standard of care therapy. Methods: This observational study describes the outcome of the combination of canakinumab (450 mg for patients ≥40 and <60 kg, 600 mg for those ≥60 and <80 kg, or 750 mg for patients ≥80 kg) and 200 mg remdesivir intravenous infusion, plus standard of care (SOC), in 17 moderate-to-severe COVID-19 patients hospitalized in the “Annunziata” Hospital, Cosenza, Italy, between August and November 2021. Hematological markers, biochemical, and hemogasanalysis values at baseline versus day 7 of combination treatment were compared by paired t test after checking for normal distribution and correcting for multiple comparison. Results: The median age of patients was 64 years (range: 39–85), and the median hospitalization time (calculated on the 16 patients that were not transferred to intensive care unit) was of 12.5 days (range: 7–35 days); 15/17 patients (88%) did not experience complications. After 7 days of combination therapy, all the inflammatory parameters were significantly reduced with the exception of procalcitonin; moreover, hematological prognostic markers such neutrophil-to-lymphocyte ratio, CRP-to-lymphocyte ratio, and derived neutrophil-to-lymphocyte ratio reduced. Overall, 16/17 patients (94%) recovered after 14 days. Conclusions: Canakinumab and remdesivir treatment, in addition to SOC, in the early stage of moderate-to-severe COVID-19 showed promising outcomes in terms of safety and effectiveness potentially leading to a reduction in inflammatory and hematological prognostic markers after 7 days of treatment.