There were 921 eligible participants (552 males and 369 females) in this study. The mean age of individuals was 61.58 ± 17.63 years. Smell and taste dysfunctions were the most common neurological symptom, reported in 619 patients (67.2%) and were associated with reduced odds of severe cases (OR: 0.63, 95%CI: 0.41 to 0.89) and death (OR: 0.61, 95%CI: 0.38 to 0.86). Myalgia (26.9%), headaches (14.8%), and dizziness (9.8%) were other common neurological symptoms. Headaches had negative correlation with severity (OR: 0.48, 95%CI: 0.34 to 0.85) and death due to COVID-19 (OR: 0.39, 95%CI: 0.77 to 0.94) but myalgia and dizziness were not correlated. The analysis of neurological and non-neurological symptoms showed that headaches and smell and taste dysfunction had the highest correlation with patients with mild severity and lower death rate.