The heavy snowfall came after a Met Office yellow weather warning was put in place, with experts warning there could be travel disruption.
A number of school have closed early as a result, and trains have been cancelled in Leeds.
Snowy scenes have been captured in Roundhay Park, as well as at the office complex at Wellington Place in the city centre, and in suburbs including Burley and Chapel Allerton.
Here are some of the best pictures of today's snow in Leeds -
20. Snowfall in Leeds
Waterloo Lake appeared still despite the heavy snowfall. | National World Photo: National World
21. Snowfall in Leeds
There was snow much to do in Leeds as families enjoyed the weather. | National World Photo: National World
22. Snowfall in Leeds
Many stayed indoors to avoid the cold temperatures and smattering of snow. | National World Photo: National World
23. Snowfall in Leeds
The swans were not deterred from their afternoon swim. | National World Photo: National World
24. Snowfall in Leeds
Workers in Wellington Place rushed to shelter as the snow continued to fall. | National World Photo: National World