Most of the time this is caused by over-exercise, repeated contraction of the muscles in the inner thigh, muscle fatigue or even strain, resulting in lactic acid build-up or muscle strain. Damaged muscles or damaged ligaments can cause pain when walking by pulling on the inner thigh muscles.