Gas Tungsten Arc welding (GTAW) or Tungsten Inert Gas (TIG) is an electric arc welding process, which produces an arc between a non-consumable tungsten electrode and the work to be welded. TIG is used very commonly in areas, such as rail car manufacturing, automotive and chemical industries. Stainless steel is extensively used in industries as an important material, because of its excellent corrosion resistance. TIG welding is one of the welding processes, often used to weld similar and dissimilar metals. The major areas of research have been in characterization of weld, parameter optimization and strength of welded joints. This paper is aimed at, to give a brief idea about the research works done in the past, on TIG welding of stainless steel by various researchers, by highlighting the important conclusions and results arrived at and thereby providing the right direction for fresh researchers as well as for practical field.