Michael Ahearne failed to return to HMP Sudbury on 30 April following a period of home leave in Burton-on-Trent, Staffordshire.
Anyone who spots the 38-year-old has been advised not to approach him but to contact Derbyshire Police immediately.
They said this could be done by phone or via their website and social media.