Follow-ups do the real work
The first question opens the door. The second one ("how did that happen?", "what was that like?") is where you actually get to know someone. Ask one question, listen, and follow the answer before moving on.
Ask about the one thing they lit up about.
Answer the question yourself, so it feels like a conversation.
Save the deeper questions for the third or fourth time you talk.