Erik Walter Klem (25 July 1886 in Tikøb, Denmark – 24 January 1965 in Copenhagen, Denmark) was a Danish gymnast who competed in the 1906 Summer Olympics.
In 1906 he won the silver medal as member of the Danish gymnastics team in the team competition. His brother Harald Klem was a part of the same team.