I shouldn't feel guilt because I can walk. But it's important to recognize that my experiences and my abilities might be different than others.
An architect designing a public building with only stairs or narrow doors, or a traffic planner optimizing crossing times for an average pedestrian are cases of failing to recognize their privilege in being able bodied. If, after being made aware of their privilege, they continue to design for themselves then they may be considered immoral by some people.