Try soaking all the seams around the handle with WD-40. Use a vise wrench to help turn the stuck handle. Use a calcium, rust and lime removing product if needed.
Find the water main and close it. If this doesn't work, a plumber may be needed. If the main closes, then you can repair or replace the bad shut off valve.