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The couple, aged 78 and 74, were living alone and it is suspected that it was a case of suicide, they said.
Neighbours noticed smoke coming from the house in the morning and when they broke open the doors, they found the couple burnt to death.
The gas cylinder was found to be open and is suspected to be the cause of the fire, police said.