Developers wanted to build the Publix at the intersection of Guess and Latta roads.
The 30-acre spot of land is in a residential area.
Neighbors expressed concern about traffic and noise during a city council meeting Monday evening.
In the end, the city council sided with residents, voting against the project, 6-to-1.