You have one of two issues, either the lifter has collapsed and isn't being reinflated with oil pressure, or in some cases , if the lifter doesn't rotate it wears a small groove in the bottom of the lifter where it meets the camshaft lobe, and will cause a tapping, or rattling sound. In both cases you just need to replace the lifters. There like $12 each.