Firefighters put out the fire using two hose reel jets and also used a thermal imaging camera to check the fire was out.
The motorbike sustained 100 per cent fire damage while the church itself suffered slight smoke damage to the wall and nearby stained glass window.
The cause of the fire, said Devon and Somerset Fire and Rescue, was thought to be deliberate.