I discovered that this was caused by the boiler flue of a flat two floors above had been overflowing and dripping onto my flue cover, thereby entering my boiler and causing the problem.
Is it possible to buy some kind of "Deflector" that I could fix to the wall above my own boiler flue, in order to negate the problem in future.