The case fatality rate (CFR) represents one of the most vital factors in demonstrating the severity of novel infectious disease, COVID-19. Various estimates of COVID-19 fatalities (based on the publicly and published information and data in Indian context of COVID-19): confirmed CFR, asymptomatic CFR, symptomatic CFR, and hospitalized CFR were 2.32% (2.05-2.59), 0.14% (0.12-0.16), 0.32% (0.27-0.36), 1.86% (1.64-2.07) respectively. The relative susceptibility of developing symptoms (RSODS) and relative susceptibility of developing infection (RSODI) of COVID-19 were ~33 times higher among people aged <45 years. The RSODS estimates were 1.97 (0.47-3.47), 0.62 (0.15-1.09), 0.29 (0.07-0.52), 0.06 (0.02-0.10) respectively, for patients <45 years, 45-60, 60-75, >75 years. Similar trend, for RSODI were found, with relatively higher value, compared to RSODS, which decreased with the increase of age. The 14-day lag estimate of CFR were 18.07 (15.67-20.47), and outcome (deaths plus recoveries)-based estimate of CFR were 16.57 (14.65-18.49). The growth rate, serial interval, reproduction number and average time from onset of COVID-19 infection to death were 6.12% (5.30%-6.99%), 11.4 days (9.91-12.85), 1.03 (1.01-1.05), and 11.85 days (10.55-13.15), respectively. Among 1,673,688 samples tested, 62,939 (3.76%) were positive for COVID-19 accounting 1,228 tests per million population of India, as of May 10, 2020. The average daily recovery was 19.45% (14.75- 24.15) and average cumulative recovery was 12.68% (10.70- 14.66) among COVID-19 patients. As per our belief and knowledge, this is the first study of its kind in reporting COVID-19 severity in Indian context during pandemic.