Obesity has emerged as a significant risk factor for severe COVID-19 worldwide. Given both COVID-19 infection and obesity have been associated with increased systemic inflammation, we evaluated inflammatory markers in obese and non-obese individuals hospitalized for COVID-19 at Massachusetts General Hospital. We hypothesized that obese patients would have a more exuberant inflammatory response as evidenced by higher initial and peak inflammatory markers along with worse clinical outcomes. Of the 781 patients, 349 were obese (45%). Obese individuals had higher initial and peak levels of CRP and ESR as well as higher peak d-dimer (P < 0.01 for all) in comparison to non-obese individuals, while. IL-6 and ferritin were similar. In addition, obese individuals had a higher odds of requiring vasopressor use (OR 1.54, 95% CI 1.00–2.38, P = 0.05), developing hypoxemic respiratory failure (OR 1.58, 95% CI 1.04–2.40, P = 0.03) and death (OR 2.20, 95% CI 1.31–3.70, P = 0.003) within 28 days of presentation to care. Finally, higher baseline levels of CRP and D-dimer were associated with worse clinical outcomes even after adjustment for BMI. Our findings suggest greater disease severity in obese individuals is characterized by more exuberant inflammation.