Casadei has penned a deal with Toro to 2029.
The Italy U21 international moves to Toro for a fee of £12.5m, with Chelsea also retaining a sell-on clause.
Casadei, 22, joined Chelsea in 2022 from Inter Milan.
With the Blues, he made 17 appearances and also spent time on-loan with Reading and Leicester City.