Rollini was born in New York on June 28, 1903 of Italian descent to Ferdinand Rollini and Adele (née Augenti) Rollini.
Rollini continued with music and by age 14 he was leading his own group composed of neighborhood boys, in which he doubled on piano and xylophone.