Gravity slower when moving Rigidbody

Whenever I move a Rigidbody using this script:

 rigidbody.velocity = transform.forward * moveSpeed;

it does go forward but has a decreased gravity, so it looks like it floats but when I release the key that makes my rigidbody move it drops down way faster. All the settings of my rigidbody are default so why does this happen ??