Practice saying this: "No, I won't be able to make it."

If they ask why, you don't owe anyone a specific explanation about why. But if they persist and you want something to say, you can say "I have other plans."

Your "other plans" are... to stay home.

Keep replying with the same words if they persist..

"No, I won't be able to make it." "I have other plans"