In a large-scale UK Biobank study, hepatic steatosis, not obesity alone, predicted COVID-19 severity: obese individuals with elevated liver fat had ~5-fold higher hospitalization risk. LiverMultiScan can quantify liver fat to stratify risk and support public health policy, clinical triage, and targeted lifestyle interventions.