Andy, whose current role also incorporates the Asian Network and popular music, will leave at the end of July to pursue new opportunities.
He's led Radio 1 and 1Xtra to record audiences, with Radio 1's reach at nearly 12 million listeners weekly.
He told Newsbeat: "It's a big deal for me and I feel it's the right thing for me to do."