The story
From Spermophilus from σπέρμα (spérma, “seed”) + φιλέω (philéō, “love”), hence, "seed-lover". This genus formerly included most of the terrestrial squirrels, but all of the North American species have been split off into separate genera.
Etymology from Wiktionary, CC BY-SA 4.0.