The probability is $1/2$
Assume that the radius of the disk is $1$.
Let the first random point be $P$, at a distance $x$ from the centre of the disk.

Claim: The intersection of $C_1$ and $C_2$ contains the centre just if the second random point lies in the shaded region.
Proof of claim: If the second random point is on one of the six blue arcs, then one of the $C$ circles passes through the centre of the disk. From each blue arc, the second random point can move $(1)$ into the blue circle, or $(2)$ out of the blue circle. For each of the twelve movements (or six, applying symmetry), we check whether this results in both $C$ circles containing the centre. The claim follows.
The unshaded region is comprised of a circular sector (bounded by the dashed lines) and two semidisks of radius $\frac12$, so its area is $\arccos x+\frac{\pi}{4}$. We integrate this area from $x=0$ to $x=1$, noting that the probability density function of $x$ is $f(x)=2x$.
$P(\text{not contain})=\dfrac{1}{\pi}\displaystyle\int_0^12x\left(\arccos x+\dfrac{\pi}{4}\right)dx=\dfrac12\space$ (integration by parts)
$\therefore P(\text{contain})=1-\dfrac12=\boxed{\dfrac12}$
Simulations
I did a simulation: $10^7$ trials yielded a proportion of $0.50002$ containing the centre.
Incidentally, a simulation suggests that the expected area of the five regions formed by the two circles are all equal, i.e. $1/5$ the area of the disk.
More importantly
The diagram in this answer reminds me of a cartoon character that I cannot recall exactly. The shaded area is perhaps the character's hair, or a hat. Can anyone identify the character?