Taking place over a weekend in Manhattan, A Rainy Day in New York revolves around youthful lovers Gatsby (Timothee Chalamet) and Ashleigh (Elle Fanning) who find their relationship being tested after the latter gets entangled with film auteur Roland Pollard (Liev Schrieber).