The miscreants gained entry by drilling a hole on the shutters of the shop on the first floor of a building, located in a busy area.
Neighbours noticed the gaping hole this morning and immediately informed police, who rushed to the spot along with fingerprint experts, they said.
The exact value of the stolen jewellery was being ascertained, they said.