I ran into this post which shows $(\sum |x_n|^q)^{1/q} \leq (\sum |x_n|^p)^{1/p}$, $p \leq q$.
So I guess it's true $({\Bbb E|X|^p})^{\frac{1}{p}} \leq ({\Bbb E|X|^q})^{\frac{1}{q}}$, if $p \leq q$, but can't find a way to show that.
I ran into this post which shows $(\sum |x_n|^q)^{1/q} \leq (\sum |x_n|^p)^{1/p}$, $p \leq q$.
So I guess it's true $({\Bbb E|X|^p})^{\frac{1}{p}} \leq ({\Bbb E|X|^q})^{\frac{1}{q}}$, if $p \leq q$, but can't find a way to show that.
Yes, it's true and follows from the Holder's inequality:
For any for $a,b>0$ such that $\frac1a+\frac1b=1$ we have
$$\int|fg|\leq(\int |f|^a)^\frac1a(\int|g|^b)^\frac1b$$
Now set $f=|X|^p$, $g=1$, $a=\frac pq$ and $b=\frac{q-p}q$, this is possible for $p<q$: $$\int||X|^p\cdot1|\leq\left(\int\left(|X|^p\right)^\frac qp\right)^\frac pq\left(\int 1^\frac q{q-p}\right)^\frac{q-p}q$$ $$\left(\int|X|^p\right)^\frac1p\leq\left(\int|X|^q\right)^\frac1q\cdot1$$