The incident took place sometime between 9.30-10.30pm on Sunday, March 21, on Saltergate Lane, Bamford.
The owners of the property reported hearing a loud noise coming from their garage.
They saw a white male dressed all in black, who then ran off after being seen.
The first bike is described as a black Hope HB160 and the second bike is a maroon coloured Santa Cruz with the word ‘Juliana’ in blue on the cross bar.
If you have any information that could help police with inquires, contact Derbyshire Constabulary on 101, quoting reference 21*158797 in any correspondence.
You can also send a private message on Facebook to /DerbyshireConstabulary, tweet a direct message to the contact centre on @DerPolContact, visit the Derbyshire police website or contact the independent charity Crimestoppers on 0800 555 111.