On the other hand, some people experience it for the first time, when they are working out and it subsides on its own, only to haunt a person later on, while walking. There are times when the ache is not as serious, also, there are times, when it can be very difficult to cope with. There are a wide range of reasons as to what causes calf pain while walking.