If I'm correct, you are using a rheostat, not a thermostat. Does it look like this one:
http://ah.pricegrabber.com/product_i...400&height=400

Edit: Ok, wrong item, but you are still using a rheostat. Those must be manually controlled, hence the temp spike when your house temp rose.