What happens if I zero out the initial terms of the fft output and take inverse fft?
Not really. 

Unless you fully understand the math behind the DFT, you are likely to run into problems like circular vs linear convolution, time domain aliasing, excessive time domain ringing, etc.

For "light weight" frequency selectivity application, time domain filter is typically a lot easier.