Mr Cameron, 49, who resigned as prime minister after June's EU referendum, said he did not want to be a "distraction" for new PM Theresa May
He said Mrs May had "got off to a cracking start", while she praised his "great strides" on social reform.
Mr Cameron, 49, has represented Witney since 2001, becoming Conservative leader in 2005 and PM in 2010.