Actually, that is not correct Mayhem.
This is because there are 10!/(1!(10 − 1)!) = 10 ways to choose 1 brown ball, whereas there is only one way to choose 0 brown balls.
Or C(10,1) "10 choose 1" ways, unfortunately difficult to use clear notation for this on the forums.
See, you may first take 9 white balls and then the one brown, or you may take 8 white balls, one brown and then one white again, etc.
So the actual probability is
1.0 - C(10,0) * (19/20)^10 - C(10,1) * (19/20)^9 * (1/20) =
1.0 - (19/20)^10 - 10 * (19/20)^9 * (1/20) =
0.0861
that is, 8,61%
...
There is easy way to understand why this must be so.
Think of the case where we are picking up only two balls. Now there are three cases, one where all balls are white, one where one is white and one is brown and one where all balls are brown.
The probability of first case happening is (19/20)^2
The probability of one of the second cases is (19/20)*(1/20)
The probability of third case is (1/20)^2
These are all the possible cases, right? So when we add up the probability masses, the total should be 1.0, right?
Now try summing them directly: (19/20)^2 + (19/20)*(1/20) + (1/20)^2 = 0.9525
Uh oh, we're missing probability mass. However, since there are two ways to pick one brown ball (first take white, then take brown; or first take brown, then take white), we should add one more of the second case, the probability mass of which is 0.0475. Add this and, ta dah, the sum becomes 1.0.
(19/20)^2 + 2*(19/20)*(1/20) + (1/20)^2 = 1.0
...
As you can see by combining Mayhem's result to mine, the difference is huge. From 36.97% to 8.61%. You need to get lucky to get at least two brown balls.
If you want to know more about fun (and frustrating) field of combinatorics, see the Wikipedia article for a starting point:
http://en.wikipedia.org/wiki/Combinatorics.