You have several options:
Drop rows that have null values.
Impute the null values.
Pick a dimensionality reduction algorithm that can handle null values. One example is NIPALS (Nonlinear Iterative Partial Least Squares) algorithm. That algorithm is discussed in "Multivariate Analysis of Quality: An Introduction" by Martens and Martens