Wtf? I do not remember this. Which episode was it stated???
S4 E5 - https://en.wikipedia.org/wiki/First_of_His_Name
Lysa loved Littlefinger (or he manipulated her into it). She poisoned her husband so they could be together. She admits it to the audience in a clumsy bit of expositionary dialogue.