If those rocks are really big and heavy I would recommend renting a backhoe or mini excavator to dig the rocks up.
Trying to dig it up with a shovel may be possible but the problem would be getting the rocks out of the holes.
Make sure you call into one call for digging and have underground utilities marked for free so you don't accidentally hit anything.