That can be either true or false, depending on the location of the object being gravitationally attracted.
The gravitational attraction between you and anything else depends on the mass of the other thing and your distance from it.
If you're on the line between the Earth and the moon, and anywhere within about 24,000 miles of the moon, then you'll be attracted toward the moon more strongly than toward the Earth.
