If you think science museums are just displays, think again. It’s built on one idea: curiosity has no age limit.

Yewande Oluwole, 5, and her sister Jadesola, 3, love astronomy and can name every planet—even the dwarf planets. But peering through a refracting telescope at a tree branch on the University of ...