The 33-year-old became the first Indian archer to win gold in Paralympics.
Deepika lost to the world No. 2 4-6 after sharing the first four sets.
The pair had made history by entering the semifinals of the Games for the first time.
India comprising Tarundeep Rai, Dhiraj and Pravin lost 2-6 to Turkey.