I don't know about thermometers, but yes rain is usually* present with a drop in barometric pressure (think hurricane, it's a low pressure system).
*But not alway (cold fronts usually bring rain, but they are a high pressure system moving in).
If your calibration is within 1 degree Fahrenheit...