It sounds like you have the Gamma setting up too high as El mentioned above. GW adjusts your gamma to the setting you specify when you enter full-screen mode and puts it back to normal in windowed mode.
To change it, open GW, press F11 and click the Advanced button, then adjust the Gamma slider until you're happy with it. (You should do all this in full-screen mode)
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