Answer
If the null hypothesis is rejected, then there is a linear relation between at least one explanatory variable and the response variable.
At least one explanatory variable means that it is possible that one or two or three, ..., or all of the explanatory variables are linearly related with the response variable. So, it is possible that one of the $β_i$ is zero if we reject the null hypothesis.
Work Step by Step
Given above.