Actually we will have two equations. One for each particle.
Now sub

,
Now we have removed the coupling between the two equations. But I think solving this is still hard...
Then I will follow what Mr.F told you below:
So in our D.E:
Integrating:
Mr F edit in red. What follows might need a slight change.
As Mr.F pointed out, to eliminate C we need boundary conditions.
So continuing the integration:
Choosing the positive solution(its actually for one of the particles. For the other, it is negative, since they are moving towards each other)
The above integral can be solved with a trigonometric substitution:
}{C \sin^2 t})
to get a very ugly answer
P.S: Thank you Mr.F. I did not see that trick coming
