I think this answer is wrong. The denominator in the probability cannot be $\binom{20}{10}$
We have two cases in the event here.
Case1) If in the first 10 draws if we have thrown out 1 then we go for randomly picking again (this will be the 11th time) from the remaining 10 balls and throw out the randomly selected ball.
For this the number of ways = $\binom{19}{9}$ $\times$ $\binom{10}{1}$
Case2) If in the first 10 draws if we did not get 1 then the remaining 10 balls in the box will definitely have a '1', so we need not go for random picking again. We just have to pick the 1 left in the box and throw it out.
For this the number of ways = $\binom{19}{10}$ $\times$ $\binom{1}{1}$
Now, we will calculate the number of ways of randomly choosing so that 2 remains in the box.
Even for this we have 2 cases.
Case1) If both '1' and '2' are not thrown out after the first 10 random pickings. In this case we need not go for 11th random picking.
For this the number of ways = $\binom{18}{10}$ $\times$ $\binom{1}{1}$
Case2) If '1' is thrown out and '2' is not thrown out in the first 10 random pickings. This case requires 11th random picking, even here we will not be choosing '2' to be thrown out.
For this the number of ways = $\binom{18}{9}$ $\times$ $\binom{9}{1}$
So, finally the required probability = [$\binom{18}{10}$ $\times$ $\binom{1}{1}$ + $\binom{18}{9}$ $\times$ $\binom{9}{1}$] $\div$ [$\binom{19}{10}$ $\times$ $\binom{1}{1}$ + $\binom{19}{9}$ $\times$ $\binom{10}{1}$]
= (9/19) .....(I have skipped numerical calculations here :P)
Please let me know if anything is incorrect. :)