Munrow was born in Birmingham and both his parents taught at the University of Birmingham. His mother Hilda Ivy (née Norman) Munrow (1905-1985) was a dance teacher, and father Albert Davis "Dave" Munrow (1908-1975) was a lecturer and physical education instructor who wrote a book on the subject. David Munrow attended King Edward's School until 1960. He excelled academically.