Silicon grease and perhaps a rubber gasket replacement.
You need to apply evenly and as thinly as possible to the existing rubber gasket (you have to open the caseback and see that there's rubber). Check if it is damaged (bent, breaking, etc.) you need to replace it. Also the rubber gasket (small size) on the crown and crown tube. In order to do so, you need to release the stem from the movement.