If you are seeing it during the day eating dog food it might not be a mouse. You could have a mole, they are pesky and harder to catch. One tip I had never heard of was when you do set a trap put it right next to the wall as mice tend to follow the wall when they run. That's another reason I wonder if you have a mole instead of a mouse. Good luck.
Kat