Police also found a detonator in a suspicious vehicle during a stop and search operation yesterday which lead them to the premises.
Authorities suspect the explosives were illegally obtained and used for illegal mining as well as for ATM bombings.
The Ekurhuleni Metro Police's, Wilfred Kgasago says six people were arrested.