I had this problem. It was very disturbing to say the least. I tried poison, no good. I tried that sticky paper, no good.
Finally I put small mouse traps out with peanut butter instead of cheese. Got em! One the first night, one the next night. I haven't seen anymore since then.
I bought the traps at the hardware store on Washington Street, between 3rd and 4th.
Good luck!