The structure of locally finite groups with an involution whose centralizer has finite rank was described by Kuzucuolu and Shumyatsky. In this paper, we investigate the structure of locally finite groups with an element of order 3 whose centralizer has finite rank. Moreover, for any p, we classify simple locally finite groups having an automorphism of order p whose set of fixed points has finite rank.