How can I get the solubility value of nitrogen in water at 10 °C with Mathematica?
The site engineering toolbox dot com gives graphs of such values, but I want the numerical value.

How can I get the solubility value of nitrogen in water at 10 °C with Mathematica?
The site engineering toolbox dot com gives graphs of such values, but I want the numerical value.

Since the relevant data are not known to either of ElementData[] or ChemicalData[], I'll go ahead and pull needed values from the NIST Chemistry
WebBook; at least that is a more generally accepted provenance than the built-in curated data functions.
First, I'll assume that nitrogen's pressure is at 1 atmosphere. We can then use the temperature-dependent version of Henry's law. Using the relevant values for nitrogen taken from here, we have
With[{p = Quantity[1, "Atmospheres"], t = Quantity[273.15 + 10, "Kelvins"]},
UnitConvert[(ChemicalData["Nitrogen", "MolarMass"]/ChemicalData["Water", "Density"])
p Quantity[6.5*^-4, "Molar"/"Atmospheres"]
Exp[-Quantity[1300, "Kelvins"] (1/t - 1/Quantity[298.15, "Kelvins"])],
"Grams"/"Kilograms"]]
Quantity[0.0144532, "Grams"/"Kilograms"]
which is a bit off from the value in bob's answer. Whether this is due to a deviation from Henry's law, or the questionable provenance of the empirical data in the OP, or something else, is another question altogether.
Unfortunately, the data do not currently exist in the Wolfram sphere of knowledge:
WolframAlpha["aqueous solubility of nitrogen"]

(At least W|A knows what we are asking for, it just doesn't know the answer). Instead, we need to use graph manipulation to get our answer.
img = Import["https://i.stack.imgur.com/V4JdO.jpg"];
(* Manually find the image coordinates for three points *)
{a1, a2, a3} = {{88.1818, 67.8182}, {89.0909, 369.636}, {403.636`,67.8182`}};
{b1, b2, b3} = {{0, 0}, {0, 0.035}, {60, 0}};
(* Create a transformation *)
trans = FindGeometricTransform[{b1, b2, b3}, {a1, a2, a3}][[2]];
The plot is blue, and there are better ways, I'm sure, to get at the blue in this figure, but subtracting out the red and green is most intuitive to me, so here it goes:
blue = ImageData[img][[All, All, 3]] - ImageData[img][[All, All, 2]] -
ImageData[img][[All, All, 1]] // Image

We can grab the curve points and tweak the image all in one shot:
curve = (Reverse /@
Position[
ImageData[Thinning@Binarize@DeleteSmallComponents@blue,
DataReversed -> True], 1]);
Show[ListPlot[trans@curve, PlotRange -> All]]

Now all that is left is to make an interpolating function of the data and get our answer:
solubility = Interpolation[trans@curve]
solubility[10]
(* 0.0242127 *)
I wouldn't trust Mathematica's number of significant figures, but we've got a reasonable result at this point.
ChemicalData["Nitrogen", "Solubility"]isMissing["NotAvailable"], sorry. – 2012rcampion Apr 22 '15 at 13:46= solubility of nitrogen in water(Free-Form) does give back some result though. – Taiki Apr 22 '15 at 14:16