This is probably the #1 cause of fireflies.

With a tiny light source, Cycles has to work super hard to project light and shadows out of it. And since it's so small, it's very prone to error. Thus: Fireflies.

So this one is simple: increase the size of the lamp!

2. Use Bigger Shadow Sizes