Police say the robbery happened just before 8 a.m. Sunday morning near Dinuba Boulevard and Riggin Avenue.
32-year-old Jon Martinez is accused of stealing display items and trying to strike an employee before running away.
Authorities later located Martinez and found he had a baton in his possession.
He is now booked into the Tulare County Jail on robbery and weapon possession charges.