Rain is generally considered the mercy of Allah (SWT). It can also be considered the punishment of Allah (SWT) when it is excessive or too much. That is why when the rain is falling we should ask Allah to make it the rain of his mercy. It is also mustahabb (recommended) to be a great time for acceptance of Dua.