Products of convex functions need not be convex

The affine functions $x$ and $-x$ are both convex functions on $\mathbb{R}$, but their product is $-x^2$. Its value at zero exceeds the average of its values at $-1$ and $1$, contradicting convexity. Thus closure under nonnegative linear combinations does not imply closure under products.