[ Etymonline :] [...] invitare "invite, treat, entertain," originally "be pleasant toward,"
from in- "toward" (see in- (2)). [...]
I am conjecturing that entry by an object in a target necessitates the object's approach TOWARD the target; but the meaning of 'toward' still appears to suit the prefix ad- more than in-.