This is almost certainly the correct answer. If it's a photoelectric-type detector it'll be set off by any interruption of the beam. This can be smoke, steam/vapor, dust, etc.

You can replace them with ionization type smoke alarms (or "dual type" alarms) and this will make it less sensitive to non-smoke interference.