I agree with OC Pro, I've esterified many amino acids this way (although not Tryptophan in particular). I don't believe it precipitates out, but when you rotovap the solvent off you'll be left with the HCl salt.
If I'm not mistaken, indoles are more likely to be reactive in basic conditions, that's how you substitute the 3-position.