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 -
13. Snowfall in Leeds
Metro Travel has advised that passengers may use any valid bus ticket on any operator's bus service in West Yorkshire until the end of the day as a result of the weather. | National World Photo: National World
14. Snowfall in Leeds
A full list of bus diversions and services that have been disrupted can be found on the Yorkshire Evening Post's live blog. | National World Photo: National World
15. Snowfall in Leeds
Waterloo Lake, at Roundhay Park, was surrounded by a covering of snow. | National World Photo: National World
16. Snowfall in Leeds
The normally green pastures were paler in colour. | National World Photo: National World
17. Snowfall in Leeds
A landslip on the rail lines between Shipley and Ilkley has caused cancellations to services with replacement buses in place. | National World Photo: National World
18. Snowfall in Leeds
Temperatures are to remain low in Leeds throughout the day, not exceeding 2°C until late at night when the snow will be replaced by heavy rain. | National World Photo: National World