I know my matrix is badly scaled, but what I should do about this if I have to find the accurate inverse of this kind of matrix
What is the right hand side of the equation you're solving? If you're solving equations that look like this,
1.4326e+21 * x + 8.5958e+21 * y = 2e21
0.2001 * x + 2.2005 * y = 1
then the problem is simply that the coefficients in the first equation are measured in the wrong units. Rescale the system to this equivalent one
1.4326*x + 8.5958*y = 2
0.2001*x + 2.2005*y = 1
and now your system is much better conditioned.