The entry in wikipedia,
This [the LM statistics] follows a chi-squared distribution, with degrees of freedom equal to the number of estimated parameters (in the auxiliary regression) minus one.
A rapid inspection of the original article of White (1980) confirmconfirms this (eq. 2, eq. 3, and Corollary 1 in the article should be what you are looking for).