Prosecutors said fighting within the prison, where inmates from differing criminal bands and drug cartels are housed in separate cellblocks, also left 13 people injured.
Prosecutors said four people were detained but did not specify if they were inmates or armed assailants.
Prosecutors in the city, which is across the border from El Paso, Texas, said they were investigating the motive of the attack.