We use TVP-VAR approach to analyze the connectedness between the COVID-19 induced global panic index (GPI) and precious metals return and volatility. We find evidence of positive connectedness between the GPI and precious metals with GPI being a shock transmitter and precious metals, especially gold, being net receivers. While silver shows the highest resistance to shocks, platinum and palladium present a time varying transmission pattern. Our results refute the safe-haven property of precious metals during the COVID-19 outbreak, with the exception of silver.