As a new quilter you DO NOT want "the cheapest fabric". You want the best quality fabric you can find withing your budget.
Go on a "field trip". Go to the local Big Box fabric store and feel their cotton solids. Make sure they are 100% cotton.
Then go to a quilt shop and feel their cottons.
The difference is called the "hand".
It's not unlike the thread count in bedsheets.