The intuition for transforming using the logit function (the natural log of the odds) was explained above. It also has the practical effect of converting the probability (which is bounded to be between 0 and 1) to a variable that ranges over (-\infty,+\infty) — thereby matching the potential range of the linear prediction function on the right side of the equation.
