Hielscher is a German surname, which may refer to:
- Friedrich Hielscher, German poet and philosopher
- Hans Uwe Hielscher, German organist and composer
- Sir Leo Hielscher, Australian administrator
- Sir Leo Hielscher Bridges, a pair of road bridges
- Margot Hielscher, German singer and film actress
- Ulf Hielscher, German bobsledder