The Monterey Cypress was believed to be between 80 and 100 years old.
It was located on the grounds of the Ellen Browning Scripts Park in La Jolla.
Dr. Seuss, whose real name was Theodor Geisel, lived nearby and could see the tree from his house.
It's unclear what caused the tree to come down.
City officials say they will look at planting a replacement tree.