Imad,
As I understand, the remaining few healthy dopaminergic neurons can't keep up with the need for dopamine because the first and second reactions which produce tyrosine and DOPA are rate-limiting, or slower. However, as long as there are some neurons still functioning, they can convert exogenous l-DOPA to dopamine by that faster final reaction.