A tiny, tiny bit...yes. But only where disk access is involved. If your CPU is the Celeron, that is probably more likely what is making you feel like the system is slow.
But, as long as you are thinking of changing the HDD, why not move to a SSD? That will make any disk access way faster than a HDD.