Officers were called to Kimberley Road, Harehills, shortly before 3.20pm today (Thursday).
They had received a report of a body being found on land just off the street, near Asda Harehills supermarket.
A spokesperson for West Yorkshire Police said: "Officers attended and confirmed the body was a deceased female."
The street is closed as police investigate the woman's death.