[Answer]-Will Flat Design cause slow loading of page

It really depends on how much content and the type of content you have. IMO I would just leave it as one page as you don’t have too much content by the looks of it but its up to you.

However want your web page to load faster here are some possibly useful links:

How to prioritize visible content for page speed

Google PageSpeed Rules