probability density function is not in closed form.

If probability density function is not in closed form. There is an approach to make it in closed form. If not, I want to make Bayesian estimation which makes a peroblem in the conditional posterior distribution. The conditional posterior distributions contain integration, I can not to approximate it using Markov Chain Monte Carlo.