Typo errors in a submitted paper
... is it possible to get rejected for such stupid mistakes? 


It is possible, but very unlikely.


  To what extent such [minor] mistakes can impact the opinion of a reviewer? 


Very little. (More significant or more numerous mistakes can lead to rejection.) 


  Does it have a potential influence on the overall paper review process? 


Very little. 



My answers are all subjective.