They tried guns on Raditz in the first episode of DBZ. He caught the shell and tossed it back, and Raditz was the weakest of the enemies in Z. Cell was barraged by a large army of "modern" weaponry, which did nothing to him. They've already proved conventional weaponry doesn't work on such characters.