Wilhite is a surname. Notable people with the surname include:
Ingrid Wilhite (1959-2008), American filmmaker Irv J. Wilhite (1920–2020), American politician Jonathan Wilhite (born 1984), American football cornerback Mary Holloway Wilhite (1831–1892), American physician and philanthropist Sarah Wilhite Parsons (born 1995), American volleyball player Steve Wilhite (1948–2022), American computer scientist