In the Attribute Table, use "Select by Attributes" in the Table Options pull-down menu. Use the equation "X > -9999", where X is the field of your precipitation values. This will select all points with values above -9999. With those points selected, run the kriging tool; only the selected points will be used in the interpolation.
There are other ways of doing it, but I think that's the simplest.