As Maharashtra continues to ventilate against COVID-19 pandemic, an invisible enemy, predictions about the likely cases in high caseload in Maharashtra, using Autoregressive Integrated Moving Average (ARIMA) model have been made. The authors estimate more than 78000 confirmed COVID-19 cases in Maharashtra by 6th June.