To get to the hidden storage room, there are a couple vertical wooden beams at the back of the cell, with a button on the left beam. After that there is another button (on the right IIRC) to remove another false wall.
The two small kegs of explosives inside are on a table, IIRC, and there is a bit of loot to collect.