The pop-up exhibit includes original props from the Broadway musical plus Britney Spears outfits.
Harris and R&B star Eddie Floyd both performed their inducted recordings.
The War and Treaty, Hanson and Shinedown also impressed with their performances.
Shawn Mendes and Rosalía are the other co-chairs of the fund-raising drive, which aims to raise $3 million to $5 million.