Yes, you did eat. But since you really were hard pressed for time, you had to eat really quickly !
In some contexts however, this can also mean that you did not eat. e.g.
"After I was done with my homework, I hardly had time for lunch. So I had to run to the classroom grabbing a sandwich (which too, I did not manage to eat)"