Would moving to a house a valid reason to break an apt lease

No it wouldn't.

No, unless your lease ( have never seen it ) says you can.

You will have to try and work out a deal with the apartments

Not unless you have made prior arrangements with your landlord when you first moved in regarding moving into a house you will be liable for the entire lease agreement you signed.