At first glance, I think this problem be relevant to Zsigmondy Theorem.
By set $2^{n} + 3 =k$ and then become $2^{n} -1^{n} = k-4$
Which $2^{n} -1^{n} $ has at least one primitive prime factor except $2^{6} -1^{6} $
Am I on the right way? , to prove there are infinite $n$ which $2^{n} +3 $is composite.
Thank you and I appreciate any reply.
It's a wierd problem.
My argument would be: if $n$ is of the form $4k + 1$, then $2^n + 3$ is divisible by $5$.
Hence composite for all $k > 0$.