Blehr is a Norwegian surname. Notable people with the surname include:
Eivind Blehr (1881–1957), Norwegian minister in the NS government of Vidkun Quisling Otto Blehr (1847–1927), Norwegian attorney and politician Randi Blehr (1851–1928), Norwegian feminist Thomas Johan Blehr (1924–2022), Norwegian businessman
See also Blair, surname