Manufacturers MUST stick a giant decoupling capacitor feeding LEDs to debounce any possible side-channel down to undetectable ripple. If you want an activity indicator, make it a separate simple, air-gapped circuit rather than something directly adjacent to cryptographic operations.

It's also imperative to minimize all sort of other EMF from a Van Eck perspective.