Rhaegar is described by Ser Barristan and Ser Jorah Mormont as being melancholy and noble and honorable.
That hardly strikes me as the kind of man who cheat on his wife, especially at such a public event as the tourney at Harrenhal. So why did he did he choose Lyanna as queen of love an beauty?.