My solution is similar, in spirit, to Fimpellizieri's, but organized a little differently ...
Suppose $x,y,z,w,t$ are integers such that
\begin{align}
2x + 3 &= y^2 - z^2 \tag{eq1}\\
2x + 5 &= z^2 - w^2 \tag{eq2}\\
2x + 7 &= w^2 - t^2 \tag{eq3}
\end{align}
\begin{align}
\text{Equation } (1) &\implies y,z \text{ have opposite parity.}\\
\text{Equation } (2) &\implies z,w \text{ have opposite parity.}\\
\text{Equation } (3) &\implies w,t \text{ have opposite parity.}
\end{align}
Thus one of the following cases must hold:
- $y,w$ are odd, and $z,t$ are even.
- $y,w$ are even, and $z,t$ are odd.
Consider each case separately.
The key is that an even square must be a multiple of 4, and an odd square must be congruent to 1 (mod 8).
First suppose $y,w$ are odd, and $z,t$ are even.
Then $(\text{eq}2) -(\text{eq}1)$ yields:
\begin{align}
&2z^2 - y^2 - w^2 = 2\\
\implies &2z^2 - y^2 - w^2 \equiv 2 \text{ }(\text{mod }8)\\
\implies &{-2} \equiv 2 \text{ }(\text{mod }8)
\end{align}
contradiction.
Next suppose $y,w$ are even, and $z,t$ are odd.
Then $(\text{eq}3) -(\text{eq}2)$ yields:
\begin{align}
&2w^2 - z^2 - t^2 = 2\\
\implies &2w^2 - z^2 - t^2 \equiv 2 \text{ }(\text{mod }8)\\
\implies &{-2} \equiv 2 \text{ }(\text{mod }8)
\end{align}
contradiction.
It follows that the given system of equations has no integer solutions.