Affine open for arbitrarily chosen 2 points on a scheme

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Let $X$ be a reduced scheme. If there are arbitrarily chosen two points $p_1, p_2 \in X$, does the following always hold?

Q. There exists some affine open neighbourhood $U$ such that $U \ni p_1, p_2$.

I know this holds when ${\mathrm{dim}}. X = 1$, and when $p_i$ are generic points of divisors, or irreducible components, still holds.

However, I have difficulty to prove this when $p_i$ are maximal ideals, i.e., points.