Can I catch a time traveler with a rat trap?

I have some pesky time travelers coming around late at night. Plus they come in my room. Do they like peanut butter? Can I catch one with a rat or mouse trap? Plus one of the time travelers took my peanut butter the other night. Does he like peanut butter that much?