I think we all pretty much assume your HR device is at fault. However you should make sure that it's not actually you.
I don't know, but I think there are some heart conditions that might give you such. As well sometimes whether or not you are dehydrated from not drinking enough fluids or are just overworked and tired can affect your HR during times you are riding your bike.
So consulting a medical professional might be a wise move.