Strep throat rash is a symptom associated with an aggravated strep throat. Strep throat is a condition caused by the bacterium, Group A Beta Hemolytic Streptococcus bacterium (GABHS). When strep throat worsens, it may become Scarlet Fever with strep throat rash as the initial symptom of the disease.