The force issued details through a community alert.
A spokesperson said it happened on New Brighton in Cottingley, sometime between 7.15am on Tuesday, September 2, and 8.15am on Wednesday, September 3.
The motorcycle was parked outside a property and was equipped with multiple security measures, including alarmed disk locks and a ground anchor, West Yorkshire Police said.
The suspects attempted to cut through the disk lock but failed and made off from the scene empty-handed.
Police said: “Multiple layers of security on your motorcycle can make it very unattractive to thieves and much more difficult to steal.”
Anyone with information about this incident should contact the police, referencing crime occurrence number 13250503004.