Here's why:
* Walk is a verb, describing the action of moving on foot.
* Walking is the abstract concept of the act of moving on foot, without a specific instance or person involved.
For example:
* Verb: "She took a walk in the park."
* Abstract Noun: "Walking is good exercise."