Kelham is a surname. Notable people with the surname include:
George W. Kelham (1871–1936), American architect James Kelham (1796–1882), New Zealand businessman and politician Robert Kelham (1717–1808), English attorney and legal antiquary Christopher Kelham, British film actor and producer Edward Kelham, namesake of the historic Edward Kelham Home in DeKalb County, Indiana.