The incident is said to have occurred at around 1.30am today (Friday, July 1) and resulted in cash and personal effects being taken.
No injuries were reported.
Two teenagers in hospital after crashed motorbike sets on fire on Leeds street
Leeds Olympian Nicola Adams and girlfriend Ella Baig reveal baby boy's name as they talk about parenthood
Caught on camera Leeds: West Yorkshire Police need to speak to these people urgently
Met Office storm warning for Leeds - when the stormy weather is due to hit and how long it will last
17 pictures you'll only understand if you're from Leeds
Anyone with information which may assist is asked to contact Leeds CID on 101 or by using the LiveChat facility on the West Yorkshire Police website.
The crime reference is 13220355218.
Information can also be reported anonymously to the independent charity Crimestoppers on 0800 555111 or online.