 McClure was born in Lochwinnoch in 1926 and attended Queen's Park School in Glasgow.During the Second World War David served as a Bevin Boy in the mines of West Lothian.Some of his earliest known works depict these times; mining scenes and portraits of the miners themselves as well as surrealist and cubist landscapes depicting pitheads and bings, richly influenced by the works of Graham Sutherland.