Wisniewski was born in 1953 in Klosterreichenbach, a part of Baiersbronn, Baden-Württemberg, in the Black Forest.
In 1968, Wisniewski abandoned an apprenticeship as electrician, and was then forced in 1969/1970 to live in reform school, from which he fled seven times within a year.