Mounted police also intervened.
According to Israeli media outlet Kan, three people were detained due to the unrest.
In June, the Israeli Supreme Court had approved the decision for the army to conscript Ultra-Orthodox men.
In Israel, three-year military service is mandatory for both men and women.
Ultra-Orthodox Jews, who make up 12% of the population, were previously exempt from mandatory military service.
