Turns out it is a Windows system setting. The answer is actually contained in this question but for Windows XP.
To change in Windows 7: Control Panel -> Display -> Personalization (lower left corner) -> Window Color (bottom middle) -> Advanced appearance settings -> In the Item dropdown choose Hyperlink then choose the color you want. I went with cyan, much better!