This is pure, simple, straightforward. Aashiqui means love. Love you fall in. Not the parent child kind of love, not ambiguous love, aashiqui means the love that runs 98.5% movies. You get the meaning.
As such, aashiqui is an Urdu word, and so is aashiq which means lover.