For me the hardest part of management is letting go of control, especially when the habit of asking the lead for advice is necessarily ingrained in junior developers.
What works for me is getting in tune to my annoyance and identifying opportunities for eliminating some task I'm doing that the junior dev should be in charge of. (peer code reviews, for example)