Getting uniform distribution over topics from gensim's LDA?
I solved this issue. There is a parameter for minimum probability in gensim's LDA which is set to 0.01 by default. So topics with prob. &lt; 0.01 are pruned from output. 

Once I set min. prob to a very low value the results had all topics and their corresponding probability.