They are venomous but non-lethal unless you have significant health issues already. What a tarantula attack is good at is triggering an involuntary fight or flight response.

The really awful thing is that tarantulas are quite fragile. My great aunt used to own a pet store and she killed one just trying to blow some sand off its belly and it leaped out of her hand and cracked itself open on the floor.