Officers were called to Kimberley Road, Harehills, shortly before 3.20pm yesterday (Thursday).
Today, police have confirmed they are treating the woman's death as "unexplained".
A spokesperson for West Yorkshire Police said: "A scene remains in place and enquiries are ongoing to establish the circumstances of her death, which is currently being treated as unexplained.