The incident happened between February 13 and 14 on High Street.
It is believed the cooker was stolen for scrap.
Nottinghamshire Police advise securing all outbuildings at all times when not in use.
The local beat team has two kinds of shed alarms for sale at £10 each and they can be contacted at The Misterton Centre.
Overnight February 16 and 17, a van parked on Grovewood Road in Misterton, had its fuel tank stolen from underneath it.
There was a similar crime on February 20 and 21 when a van parked off Marsh Lane had its diesel tank stolen together with approximately 50 litres of fuel.
Anyone with information in relation to the above crimes is asked to contact the police control room on 101.