We present a first step towards generalizing the work of Seiberg and W
itten on N=2 supersymmetric Yang-Mills theory to arbitrary gauge group
s. Specifically, we propose a particular sequence of hyperelliptic gen
us n-1 Riemann surfaces to underly the quantum moduli space of SU(n) N
=2 supersymmetric gauge theory. These curves have an obvious generaliz
ation to arbitrary simply laced gauge groups, which involves the A-D-E
type simple singularities. To support our proposal, we argue that the
monodromy in the semiclassical regime is correctly reproduced. We als
o give some remarks on a possible relation to string theory.