The LD-50 of caffeine (that is the lethal dosage reported to kill 50% of the population) is estimated at 10 grams for oral intake.

As it is usually the case, lethal dosage varies from individual to individual according to weight.
Ingestion of 150mg/kg of caffeine seems to be the average LD-50 for people. That is, people weighting 50 kilos have an LD-50 of about 7.5 grams, people weighing 80 kilos have an LD-50 of about 12 grams.

On one occasion it was reported that a man survived after ingesting 24 grams.
The minimum lethal dose ever reported was 3.2 grams taken intravenously (injected).

Acute caffeine poisoning gives early symptoms of anorexia, tremor, and restlessness. Followed by nausea, vomiting, and confusion. Serious intoxication may cause delirium, seizures, and hyperglycemia. Super high dose caffeine intake can lead to nervousness, irritability, anxiety, muscle twitching, insomnia, palpitations and hyperreflexia.

-Information from Desk Reference to the Diagnostic Criteria from DSM-3-R (American Psychiatric Association, 1987)